{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、计算机视觉"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"others_\", \"score\": 0.00390625}, {\"name\": \"outdoor_\", \"score\": 0.00390625, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"Green\", \"dominantColors\": [\"Green\", \"White\"], \"accentColor\": \"855E46\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"tree\", \"person\", \"outdoor\"], \"captions\": [{\"text\": \"a boy with a treadmill\", \"confidence\": 0.35657283663749695}]}, \"requestId\": \"72057ee9-2906-44e5-8064-3db182d737c1\", \"metadata\": {\"height\": 836, \"width\": 1254, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "endpoint = \"https://computer-vision-jun.cognitiveservices.azure.com/\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603431248842&di=82ac188fa954a247118d9553a5a129f4&imgtype=0&src=http%3A%2F%2Fb-ssl.duitang.com%2Fuploads%2Fitem%2F201802%2F22%2F20180222173948_hJPFd.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.分析本地图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'others_', 'score': 0.00390625}, {'name': 'outdoor_', 'score': 0.0234375, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Grey', 'dominantColorBackground': 'Grey', 'dominantColors': ['Grey'], 'accentColor': '9B6730', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['text', 'sky', 'outdoor', 'mountain'], 'captions': [{'text': 'a building with a mountain in the background', 'confidence': 0.5810197591781616}]}, 'requestId': '4943d13b-d5f1-4927-9cc5-f5f32c7b7e90', 'metadata': {'height': 690, 'width': 1380, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "endpoint = \"https://computer-vision-jun.cognitiveservices.azure.com/\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "# Sample images are here, if needed:\n",
    "# https://github.com/Azure-Samples/cognitive-services-sample-data-files/tree/master/ComputerVision/Images\n",
    "image_path = \"/Users/mac/Desktop/222.jpg\"\n",
    "\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成简略图\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following lines.\n",
    "# %matplotlib inline\n",
    "# import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "endpoint = \"https://computer-vision-jun.cognitiveservices.azure.com/\"\n",
    "\n",
    "thumbnail_url = \"https://computer-vision-jun.cognitiveservices.azure.com/vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss3.bdstatic.com/70cFv8Sh_Q1YnxGkpoWK1HF6hhy/it/u=1717495091,4270135112&fm=26&gp=0.jpg\"\n",
    "\n",
    "# Construct URL\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"236e247ef32e4f61a71202de77cb8266\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.提取文本(读取API)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-23T04:32:02Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T04:32:02Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-23T04:32:02Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T04:32:03Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": -21.074,\n",
      "                \"width\": 1080,\n",
      "                \"height\": 1517,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            25,\n",
      "                            482,\n",
      "                            204,\n",
      "                            381,\n",
      "                            244,\n",
      "                            450,\n",
      "                            64,\n",
      "                            551\n",
      "                        ],\n",
      "                        \"text\": \"Don't\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    43,\n",
      "                                    471,\n",
      "                                    201,\n",
      "                                    382,\n",
      "                                    240,\n",
      "                                    452,\n",
      "                                    82,\n",
      "                                    540\n",
      "                                ],\n",
      "                                \"text\": \"Don't\",\n",
      "                                \"confidence\": 0.977\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            37,\n",
      "                            598,\n",
      "                            248,\n",
      "                            516,\n",
      "                            271,\n",
      "                            573,\n",
      "                            59,\n",
      "                            654\n",
      "                        ],\n",
      "                        \"text\": \"Worry\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    75,\n",
      "                                    584,\n",
      "                                    248,\n",
      "                                    517,\n",
      "                                    270,\n",
      "                                    573,\n",
      "                                    100,\n",
      "                                    641\n",
      "                                ],\n",
      "                                \"text\": \"Worry\",\n",
      "                                \"confidence\": 0.984\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            575,\n",
      "                            950,\n",
      "                            611,\n",
      "                            938,\n",
      "                            615,\n",
      "                            950,\n",
      "                            579,\n",
      "                            961\n",
      "                        ],\n",
      "                        \"text\": \"Haku\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    576,\n",
      "                                    950,\n",
      "                                    611,\n",
      "                                    939,\n",
      "                                    615,\n",
      "                                    951,\n",
      "                                    579,\n",
      "                                    962\n",
      "                                ],\n",
      "                                \"text\": \"Haku\",\n",
      "                                \"confidence\": 0.86\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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E8Pv+8S8qpSrAGSFEP16i8Gcv57n1C3lUzYtdrZTnmFQ/A6bjKqG40uHU+XG+9Mi3UbpJQ6qDO1+bYOfGtfzNZ79AOBpmy5bNvOOGtxIOh9A1T2+rlC0KxSKFUolMtsBzLx3lyedeoKuzjUQ8Sjwapa2jle62VhLRELom0OpC219xVOPaglHMVTvITxxDL5YQ0l/Yh8BwHHQnTXVBhMp7IpoV7SS2aRc4Nvlzx9ErGS+WDUFZC+C2b0JrXoM7bKPwIsWr0daoK3dGXxOdRQjRB9wI7AXafEJCKTUqhGj1L+sCnqu7bcg/tlR5tcTgyUTbvHOLUuDMowsFtYBAoBphukI4zMJweNtx+N5Tz/PDH+/lrrvvQQ+YfPrvPs+mDb1UyhXe9753E4uYKFsiXYUQYAZ1GpNJNE2jVC6RzuWYyeTobG0mncvx7L4XGRufJtXYRKEwi7Qduju62HPzTnZt30pLc4KLRdVdW64jUEIn2LsTBg/hDuZRbg7hh4FWn1ddhSmF60U/21nk5GlKY8cpvfxDwm4ZjxkJStEmUje+nsnpJhw5g5epoS7M5ipw1cQihIgBXwV+SymVvUhjXshBsvhgfWLwrs3zrlnEWagOMu+49HWWmtNpZdCJBzXXIOlCkS8/8h0mpjK8951vxwyZfOrvv8gdt9zE3bftIB6OYDsWhbQ155lWkEPhuIqujlYaYjFisRgdra1kCwWm0hmaG+McPjrA3v0v0dXZSiIWIZ8r8s/f/iH/8NV/YcuGXh645242b1xLKBj0EhW+Am1YNTcIoaPF2ohvvYdMehwtfRrdKaPJudital9X31N3Jpl5/PMIpQg5ZUBhCYOS2UTyxjcTXLUDazyHkhqCeilfeQGiP4n1LEKIAB6hfEEp9c/+4XEhRIfPVTqACf/4K5YUfCGulRD2k8oUM5NO88m/+zLNLW286S2vJxIIkC9U6Gxp4qG7byVgSGzl+HnKBFLK2pLlenm8PntJZmYWXWis6+ujs62DtX29/Mu3H6WYzdPe1kJPbxdSSabyOf6/T3+OllQzb3/j/ezZsYWwGVzUJteiHWqOQgyCnTuI7Jwh+9K3CM8OImXRC5JksT9JQxIi7y8w0LCFQSWcIrbjjTTd+CB5x8Rxs3NRzwvrfoX1vWK+JLw3/RvgmFLqf9Sd+gbwQX/7g8AjdcffI4QwhRCrgfXA85f73PmrBavwzIMK4a/Bvna+VteRDJ0exalclh3iiqCAQqXCZ774L4TNKPfftoeGYJCArhGPmLzjofsJBhQIDUMz0Hwza1VU0XWNZEOUjqYmNERtjYvmE9L4xASHXz7GzPQ0m9av5tf+9YfoWbWK48fPkJ7NoaQk0RBi06Y+QrEIf/X5L/HRj/8Fz7x8nJLt1BaZvRLQAmFiG+8mcfPPYbVsohJMYAsDR7o40kH6/jPPA+/9OhhYehSrsZfGPW+jdc9b0M0kmvT0NoXjt6qqc0YuY+nGBXA1nOUO4P3AYSHES/6xfw98HPgnIcSHgUHgnQBKqSNCiH8CjuJZ0n7tci1hsLQYNn9d+6LV91eFcrrMwL4BmlNJDDN8DUteAkrx9L4XmckWec9bHyAYMDB0DVe5aJqGEN5M6iqBkovN44ZhYAQD2I5N0DDmFskJQXtrK5Ztk8+XGRwc5tlnDiCFRnt7B6bZwMHDR5idLaCbkqbGRoIhwfqNa3DcAH/2mX9i+7o+PvD2h+hOJTDEtXXP1RKOGGFC628nmGwhe/wpKoNHIDvqcRmngqbmRDfHCEMkQaB7G81b7sPs2ozUQ4C3StOxnVroi5espCb4XXE9r8Ya9tRFnnzfBe75U+BPr/SZC8qq25PMJRNV/t9FanepslEo5aIcOH/0HCLjIm35ihgNqrO1QFGoWHzju4/z1gcfIBkNoxu6Pw8INF34OX612mstnOUty2ZyeoaZmVmCwSC6rhMIBDFN76811Yxrj9Pb286qVe1MT+c5e3aQoaERSsUSpbJispChWDxLqilGa2szTU3NrFu3jplSmT/8s7/iPQ/fz127byQS0BGIWlK9q0WVYAzNhLatNDb34mw+R3noBNb0MHZxBulUMAwDEYoTauol0rGBYOsqhNmAIOjbvZy5CAB0lJDXTC5fcR78Jf0sc6PHI5T6QXSZnelZ0hSurZg8Osbo0RE0R1CYyRJuDiPQrrnRoEowLx07hRk0Wb9uDUK6aEIwk50lGDIJBAL+c7WaD6U+QXa17gINqaBUtnwZvzDXDMrFsixcqdB0neamMMnEOrZuW0PZhkLRZjKdp1gski1k0XSNeEOUaCRC96puNCPAI9/8Hi8eO8Uvv+vNtDZEa+tErgU8TuhzmUCcYOsmgi1rPGejW0EqxyMqPYymhRCaUeMW1Wji6ipML+RJQ1Uta9eAYFYcsSwFgTfr6kJbPI7nL/VbEvNmaKmwihbDL5/n/MEhREVHCZfhE0M096RQplYr95pY2/yYJUvBY0/vY92aNWjKRdMEo+NjTKVn6etdBQGNilUmEg5hBALkcrlFhFIfSBkKmRiGges4OLaD7dgekWgGtuOQzeYACEfCIARBQ2JENaJmA1JGcbQmpNL9dfgOpfQk0UiCD73rHfzw6af5z3/+f/jtD72btd3tPievC6e5Fso/oIThWcs0UEYMzbd76r5ijx/3Nb89NVxX4DhyzhR/jbDiiGVJ07HyPjHhZW4Qcw6vywimVEqRm0kzemKEmYE0lVm7bjBq5AYLDB4apOfGPkRAq7q6LntNxAXeily5zKn+02x9w/0IIJ3LMDI1CWhYlsuTzz1FUzLGTTdspVCozFnA6gweVdOq0ARKKBINMRKRKAAV2yZfLjE5MYOiTDQaZmxiguGxUdraWohEI3jr5m08G7YA5frvZ6CUpJDPUqkUufOOmzjV0cnH/vdn+ZX3vYNdm9YQ9JPbXRMmI6rLs0RNH51r5/pFf4soBfw2cCVUTc9KXtlir4VYcSH6S1rDxNy5xSldlwchBMFQGOUKrFwZzVXoUviZUwTKkQztH2Jg32nsUgV5ubPWBcPpvXKmp6dwHBvDAMetMD4+RjabJVss8bmvPkI8GeW222/xnG/unAg2PyxfoGmeZbBcshkdmWRoeBSlFKZp0tjYSGdXF7puEAgEaE55zstDB08wPjaD6zq1dlS1Qedi2zaO4yCVpFKpMHr2LKs7m3jbWx7if//DIzx78Bi2H7zq256ualYX9f9E9c+fB6v7F5mmpJK+GOY7qZlrn/r3u1ysOM6yFLyQa5+IBIiqOLZMmqnO0GbUZMOeTURjDQw8exosL/dkzariQn42RzlvEQgHl/8AqiShULhINBxFLUeXJiCTKxIMmdjKZXxyksnpKYYnZug/M8Jtt2xj9w07yWXztRB013VrnZ4vFpmdzTAznSFkhuhobycaDeEqKJTLFK0yFcsinc2h6yamGaVcqaAbGp2drWQLJfYeeImtmzfQ2tHkhflL4UcqC5R0mJmZASGIxWIEAgajw0MkG5O8620P8ZmvfJN8qcjr9txEUPfu067SW36lkIBydc/EXGv3a4MVRywLxbDqQNY0j3dXlcS6G5ZfrgIREHRv6yI/m2fi8HjtvB7UWH1rH+1bOjH0QDUi7+JQc3Na1R9dKNkcPHGKZ/a+yOjIKI7rkGpqoqWtg2DAxHUFo6OTnB8d58zQBLF4hK1bNjA1OUUs3uAnXPA4S7lcxrZtgmaAjs42mpqaGTo3ymM/fJqunk5ee+vNJBJhItEokVgMYRicOzfC6MQ0M9Np2tqaCIVMVvd2MzObZd8Lh9m5cyPtHe0Yuo6m6bXo5Wg0xsjoONNTs0SiIZLJJLZrE44meOOD9/PXX/s6k9k8b7/vTqIBqC4nQFwbQfVyIF1ZWwA4P2Ty6hY5rThiWYga8fjbuqaha1f+kU0EEBB0bu5i8sQkynIRAcWa29bSsb0Doeu11r/UMKhxEwW2dNl3+CRf/PI3CIQMbt99M/fcfgfZTJbBoVGOnjzNxNg0+144TG97M+lckaHhMT743ncwPjZKT9cqDF3HcV1sx2FqZhq7YtHY2EjA8FLZhM0A69f30Ne7ipcOHuMrX/4G73v/231dTiMeT9KzSqPiOEjpcOjwMRLJOL19q9i0aT2T0zlePn4ORIDOjhY04UckS0UkFKKtrZXR0VFmZmaZnc0QDkdoaMgRTyR4w5138rmvfI9S3uIDb7mXaMDT9cQyDCzXFMJbpuFKd+5ArTeurh4rnljA6wtPoVdoQquJAJdLMHOWJQjHwwQiAUq2pH1jis4tPqHAvGyUl4KUinzZ5u+/+i8cOnyED7zr59i6aQ2aAikF+UKCUmGW7s4k4cg68rkCmWyOkYlpVvf2IisVYvEkoUgIV0qKpSLnh4cplUp0d3Z6JmVFLf5cIAgEBDfdtJHBMwk+8YnP8fPv+znWrutC0wOYZhBdU8Qbwtxw4zaOnzzNk08+z/YdO7jxhq384ImnOTM4gmkapJqavNxsXv5VIpEQ3d1djI2Nk8lkyKSzpGezBM0Jko0Jdt+wjc9+7TEsx+JDb3uAqBlEv2ZGkOWhqjPNl7+q/OX/AmKpV88WRR1TbRxFdTVgLZn3Fa8CVIiAhhE2MFyL3hvWQOAygu9qSqUgXSjyl5/+AkZQ509+7zeImia26+IqHccug3Loau8gV6hQLlqEkgLLcRmfnOHGbTtQUhKPJ3ClZHRiksmJCcrFIh0dnUQjUT+d6ly0cn3C8VV9Ke7Q9vC3f/0l3vnuh+ha1ULZKlGpeIvDNF2xccMaGpNNPPvM86xZ28cN27exd/+LxGMhImGTSCiCRGE7DhXHJhgw6erqIBQOMzI6gVUqU7Eq5HNp9GCYNZ0pfrT/OIVMll99/9tpDpso3xxyoc/bXVMokK7HzS+0bmVRHZap2KwMYhFcIou+bwXThJ/3+PI/VDMfwsvCb0Bzb4pwMnJZooQ30UuyRZtP/PUXSDYm+YV3vwnhSiqWzUw2w9TUNLlCyQtBqdhM5woEI1HymSlsR2EGTZINUZSmcBQMDAwyOHyekB6gsTFBc2MjKM+jr+T8bylKpahUKt5alx3rKZUqfPPrj/LQ216PCLog/E9zuC6ackk1x3jtXbt55qn9mOEIHakOzpwdp6EhzKrOLs9EbmhoUmdyahZXQDIeZ5WhM3BmiKnpMsFgkLC0aQyC5Sqef+kYk5m/5d9++H10NsXRhOdRf6Uh/C8CeEnPBUs58OuDQZUfkbGEh24RVpzpuF7Brx3zf+uTNlzVMwAhFK6maO5NgaaWxcDrzcFlR/LZf/oGoUicX3z3mxGWIpPOcPLsWY73n6X/7HmODQxybOA8o+OTVKwKx0+eIFPIIwydjtYUUjhYdomh0VG+/6MfA6AbOq2trfPyXy1KWiEEFcvhxLEz6LrO3ffuprUtxYsHjmJVvLgpTdMwDMMzFuBghgSvvWsP4FIqVZieKDI5kSGfL9TezzAMmpqaqFiSw8cGcGWAdavXsmF1H+WSxenhNBPZMhKN1uZGjg8M8Xsf/58cPjOEW/u8RXW90dWZly8I4Wfr90Wx5SwxV8znyBfCiiCWhVnuF9vJtdogFUt58a8AQhes2dFHY2fjZZtBpVJ898nnOTMyzod+/i24jmR0cpqnDxzl8WcOcqz/LI6rsWF1D3fddgsP3v1aHrjzDt74ujvZtnUzkVCQtvZmZmfTTE0X2Pv8i4SjUYKhIK0drQRCgZrFR/omZBBIKVBI4skGGhoiWJbFc88cwDTDvPnnHqS/f4BctoiUinK5TMg0MUMhvM/LCXRDsnv3DjraU1RKZU73j5DJZZHKQSmJ47hIadORStDa2sZzB48zOZ0lmWjgtpu2s2vHRixXcbB/nGNDWSKhRmaLit/5L5/ke3sPkne9jJIS/M9QXIOO8lEdDxIXqTzOUvXL1BYDXqLPLoUVIYbBfNWs6piqJ5h6a5jQrmxxz7znCUFbX2ttOllueVLBqfPjPPrYj/nVD7wfZQmeP3SYE6dPsX79Wt57+5tJxGMIx5vRq+HmtpSMTY9ScSs0N8cRms7g0BhoQYaGhnng9ffS0pygMZ7wiMRWFIt5spk8k5Mz3HTTjRiGRjgaorW1hXDYpFJxeOwHT9Lfv4416x97AZkAACAASURBVHq55dYbOXn0ODtv3oRCkc7laE2lsB2Hku157g1DcMuezTjS4akfP8/GDT00N6W8d5MSx3Ew0GiLR6ms6uD5F46yvreDzlQj3Y1JWvfcyIvHz7P35X6GJrMkYyY6Fh/975/jl979Rt7++tuIhE1MYWDq1zrOzkvt6jlsL3zV3DoaqOVJWkY9VgyxXBL+y2qGqqkXV0UwdRESl6PYF5wKX/2XR3nDfXdjFYr88NAR2jua+IX3vpNY2MR1HCzbwVUutu1QLJWZnJpgdHKSsakpZjPTGEaQeLyRSsWhUCwSjUbp7GgjagZBQWamwHNPP0+iKY4jHdJTWU683M8v/tK7aWtvIagbJBuTNGbzbNmyie89+hjv63oPO3dv5uj/eRnLctBMA9d1yebzpFKtDI+O4fpmXl2D3bu3USpUOHt2jNVrutE1zeNmlkRqAoFDV2OS8qa1vHjoOKVKhZ5UE6lUiq2rUmiOxf7+cV6zaxu371zD/kOnefKZfezdu5eWZIR3PfQGdu/cduX9c4FOU2j+x5QEAtfXdb1QHOXH4S3s0+UGw/zMEEt1JvG+SFAXhXuFoS9XAhd4/qVjBIJRQsLg/Og57r3vFloa4wgFVsXCcRxK5TLpdJrxmVlGRkc5dfYcZ86PMD2bwZCCQMCgp6+bctlmemqWDRt6CYdNkC65TJmv/OM/07Gqy/tIkKMolvJkCzk++Zef4aN/9Ls0NjWAJmhpbWG2K8ehQ8c59MJhNmxfQ1tXKxOTk7R2daCATDZHMp4kHAgwPp4lmoj6o8dl963b+f73n2BkeIquTp+7OApLWRiGAUKxpjtFubyO42fOE5YauJJUS4pVqQSuFJztP8FHf/kt/Nx9t1J2XQrFIo4jaUsmrylTqZc0pJTet2OoWkh9cljSCKYQy0xwsiJ0lguFLdT7Rbx9z8pTH/7yitfNV7KlcimWKzzyrcdJNrVyenCA+++6g9ZkHGm5VIoWpVKJqZkZhoaGGR+fpFguEo5F2LhhLbffejN333krGzauwXYqDJ0fRhc62dk0nW1tmIEAruvy9OPPIR1FNBFlZjrNyWMn0fUAWlAwMTPNZ//685QsB1d6E0W4wWTL9s3se/YFcrN5uvq6mZ6exfYXR7muy8z0NM2NSSZGxzl2+DjlUhnXddB0l61bN3DwpaPMzmaRrkQgKBZLfnyaAumwe+cGmppbGMlYzGRyjI9P0pSI0tloorsuA2eHELpGQzBIezLJqlQSU79GQZeLOsSPDfM/EbicUbDcsJiVQSzLaNQqgWiaQGhXKYJdFpSvtCr2v3yKkekyB48c5sHX3UU0aFAu2VRsB8t1cFwXwwzS0tpG3+rVbFm3nu0bNrB140a6OzpoSSVZv6GH++67E9M0kbZNZnqW7vZOpONQyJY4dugYfev7yGdzjE+Ms2bdWhqbm9ADJmbMZO++A/zosWeZnprlxIkTZLJpGptjhCImA/1nCIfD6JpJLptHKRdNaMxMzxIMBFm7tgdDC/Dc08+TnckiHUVLSxNr163i8OHjlAoldA1s26FSsby1I65AuS4P3/caclaJbEWRy5bJpLPEolFSyUb2HzoKyssNqQvPLP9K9Y9Ceb4nNfcZwdq5iwRQ/swQC8xRf1W+nDcb1DWKps91xCtJMNUv/1a3bVvxw2deoFIu8963PkB3KkGlXMZ2vZV7mtA8X0Q4RCgUJhgM4QC5YonR8QnyhYKfmUaBJtiydSOplkbCYZNIJEzZKnP04HFiyQb0kIZjOaxduxrpwqGXjjM6MgE6NDTG+NIXvsSJY8exLAvHcdENWL+xj7GxMTThxdHNzs7iOC4IQcW2mU2naW1rpaExRktzKy8++wIzU5O4rkXf6k4qlQrnzg5huxaGoZPL5mrvVSqXaG4wuPeO3ZyfmMSyFYVsCbto09iQ4PCJM5Qtu9pVdZHEr0D/+H6m5ckVy2Q9PlaEziKUz12UQvhJ0qQArTpL+IqbEApdvzoiUcqlUhklFOq+xIVUM1JhScljz+znyNHT/NK/eitru5uwKmWQum9xMbClIl3IMTw+xvmhYUZHvMjicrkMSmIGgzQ2JgmEDK9UA6LxMGvX9eK6Dk5FcOjQETp7u7GlQygRo+RKXt53lJKdp6O3FTMaoJjJYlfKPPPEU9xx/91I5aDpBo2NcdLZNEIpyuUiVs4iFo3SlGpGDwU5P3SebZu2kEhGmc1laWpP8eL+F9m0eRPNLa1s2bSRF154mVg8TlMiTjqdp5gvkYjHEa4kMzvNDdvW8dyBg0xlczTGDHQjQDgUIj1eYHI2S6K95Yr7Zdn9JxVSem5GkAsjKRf1oVBq2fFrK4JY6uGl/PGh5p1ACDzT8RUSy+zs45w+/TtIWWHXroNo2uJv7dVbVECRKVp8+ZuP8eiPD3D77bdSyE5RyrcSiMcBnel0kb0vHWL/wUOUSyVam1K0tjXS3tHK6tWrcByX2Zk0w8PDHDt2gpnZDNFYjJbOZjrbUySTUWzbJpcuUSqUCTWEkELi2DYnjgyQzWVJ9TTiqAoUykhpEY4EOHLoEFu3byXW6pmaQ6EwTc1NVCoWQgimp2ZwlCTaEEPXNWayWWzLIhgMkkwmmRqZItXcxsEXDrNz5w5SqUZCoQDDQ+NE/PX9s7NpwqEQphmgWCjSjGLXLTfyg0efwNQjBDWDuGli6Cb9Z4dZ195CNYvoKxkvVnVKKj8E6kK0IKpmYy4VIeLhWiTZ04H9wLBS6uFXIjF4vQgmq15q/0D1m4HC4+9ousT7BPTyJcxi8SSnT/87pqe/UTs2MvK/6O7+zSXq4oWf2I7N8XODfOrvH+Hk4BTNyUYOvvAimx+8i3CogclMga9/7xl+9NyLdLan2LpxLammJAFdI6B5y34jQZ1oNEpw/TqKpa0MDZ/n3NAQx08OcOrEOSq5Es2pRmYLGcYGhok1NSB1SbFcYvTsNMODY3R0pZCqjG0LbEtSzmcx9CB2ocjhvQe444F7cQ1JMKITjpiULIdkUxNHXj5GxbFobG6kq6uLoBlmYnIKlCIcCtHW1sbJ4/2kWlp58aUXuO2O29mwYR0H9h+mMdlAMh6nlC+RTmdpbW1GSA0rX2Tj2tU8Yj/OTK6CoSShoEkiluDw8VPcd+sOL8H31cc0XhAKAVKfR4yXnDuFWNanWK8FZ/lN4BgQ9/f/gGudGFzUbYg5wqn9PzdBoOlzgZSXgm3PcPbsHzMy8kmUctC0KC0t72B8/HOcOfNHtLb+PMHgfNHBdV1++PTzfO17P+b4qUHiiQT33rqDpkQDMSPIhjU9fPeJZzk1OIRSBnffvpt4JICpSZxClqJtU7bL5PN5Zqdnyefy2I5FPBFn3drVNDcn2bR1Ne2d7Zx4+RgBM8BsOs3g+UGSTY2UikUmJ2YZPTdOIhFGSgvd1XHKkmK6QBiBcGa4qTtJ8cwxZgc3EO/tpGxViEejWHaWRDKJVbHRLYtTp04Ra2ggYppkMhm0UAAlJU2tTYTOhLErDslkC/v2HmD37luJhsJMT6cJB8MYeoCZ6QzRcAOJhEkpX6ZxVROJaIjpbAlNSsrOKJFkipePnqZQdkiYgVc8ZF/5ywqqqaCWZSFaBq42I2U38BBeeqPf8Q9f88TgYp7cNf/7GtULBKBpOrqmX1IMk9JmePiTnDv3xzjOLCBob/8wq1f/MbrRRqUySjr9Pc6c+Y9s2PCpeeVpms7GtX28+6EgHW1tdLQ340jFpz77JW676y5M02TLul7ue+2txKNhtICBY1dwnAq2kriuRElQUmK7EsuyyJVKDI2Nc+L4SUbGCnT3dCJd2LpjMyePnSQ7lSYzmyGaaGBicoJCxsKpWKRSTWTzWZRtgAXdqTYqI6d4001radbLnBurcO7lfbQYt9De2UlbSyuGViQQhMZkklw5j2VXOHHiGNs2b8W2JbqUuEohcVm3fi3PPrmP9p4WrHKFI4ePsKavj8PHjtEYT9AQjVIqWpw9O8TmzRsol22CCNb0dHGs/wzTeQuhhVDpGUYzWU6dGeSWTWt4JdhKfT4GKcEXxLzAyiWu9fq0Fp++LLHwaq1hfw78HvM/KD4vMThQnxj8fN11F00MLoTYL4TYXyjMUlXXaqvv5l8LKD8JnfCtYUtXVinF1NQ32LdvG6dP/zaOM4td3smPv/8brOr6c4xgG+fODHP21NsAndHRvyaff2leGZqAvs527rn1Jjav6SYWNnn+wEHaWztoTzUSDgVJNcZJNpjEYiYh00uO57gS13FxHYdyqUy+UKRUKeBiY4Z0Us0JNm1az/bt20g0JOno6CQQCtC1qovx86PYlk0mk8EpOhRmMjTFQ5QKBaKYRIXg3ls2cXOnyS+9cQ93bF1Nb2uK9a0p3JFzzAwNMnj2HOlslkgkggL6evsoFcsoqRgZHubc4DlsV1Islv1wEUk0HibV2kJ6Ok9jY4pMLke+mEdoUMgXkK4kHA5RKFY4cvw0JbuEVSyx5+admFIRT8YZT+ewHY1QwOQ7jz1D5RX0f1VTGijpG19q63wu8Ew17+eSuJr0rQ8DE0qpA8u9ZYljS9ZTKfVppdQupdSuaLRxzky8RAn1CSyqEcdLcZZc7iUOHnwdL7/8Fkqlk4TDG9my5eucPPC7DByOe4NEKc6dHuEbnz9DMfcwoOjv/61Ftvk5s6eiVKnw1PMvcNP2zRi6YDadRtME4bCJEGBbNlalQrlcYWx8iv4z5zg9eJaZbBqlaaDpuFKi6waOIxkaGmZ4ZIzZdAbdMAg3xFBKYZcrTI9PMz04g8oX2NDdSls0zMZEgF96/U08vL2bh29Yy8buJsJNKRq6VtHZ082m1mam+vuZmZrm6LEjoCSaEHR0d+K6ngRs2TYDA2fIZrMUCkVfSfTacPXaHtITWRxX0NbWztlz54jFwszMpCkVKwihkUwmmJye5uDhU2QKedauakfXIYAgEgozOl3ADIV5Zv9RhiZnUcwlb7+WqHa7qicQsZiz1Pfj5eBqOMsdwJuFEGeBLwL3CiE+j58Y3K/MNUsMXhU7LxRTXFXydX2+rbBSGeX48Q9z4MBNpNOPYRhNrFv3l+zadYjm1EMQFNiqgl12ENLFLkmKaY1//PQqpEyQyTzJ5ORXauXV+wckkhNnBgmaUZoSEWYzs0zNpgkGTGzLpliokMnkGB2b4NjJUxw6fpzhyQm6e7rYtGUjDQ0JKhWHfNamUnKJx+Mkm5s5c/Y8Lx04zOxsDqEU4VAQabsUp3O4xQKbm+I8vGM1N7SYvO/hW9m9dTVtiTARUxBqaiTU2Ua4vZNosplbd2ylJ6AojA0zk56hf+AUui4IRk1Szc1UV1cWSyUGhwfJzmYRSkPXDTRNI5mIEgoHyUxn0fQgLa2tzEzOkM7kcByJbTnoQtDd3sbE2CRP/OhZbMdm166d5MsFkvEwxAJMZIsUS4ovf+NxLCn95WDXnstUrWCi+q2eJa5ZTCTLS/l7xcSilPqoUqpbKdWHp7g/ppR6H69wYvALYS45tqezuG6Js2c/xt696xkb+1uE0Onu/m127z5JV9evo2kBhFBs27mWplQEwzB47NvP80+f/R5S6ty861ZW9/0JAKdP/1scp7jomRUFT+w9yLYNm5AVm5GRCapJKmYyeSam05zsP8PBE2d46sBRlArw2ttuIxaLMTw8zOFDR9i39zA/euw5Hv3mYzzx/aex8hb3vPYONq1bz/CJ84z2D4Lj4lbK9DaGuG9HJ2+9dR2rG3Xe+fCd9GzoJRiJoYwgodY2Qs1tCMPAbIijJzy94k27txOcncbK5hkdHWV8fIxCocD6tWtRlk1A9/IiT01NMTY+RqVSQdcNdF3HMHU6ujqYHp1Gl4JYKEI4HCabyWJZlj8YIIjGxq5epsfSfOnL32LXDTtoTrVgS50d6zt5z9vuouxYfPU7T3HgcD9CejcuTAl1Nf0PHkOpX8OyPOb1k4sN+zhwvxDiFHC/v49S6ghQTQz+Xa4wMfhSrFsJzfexKDRNMTn5D+zbt4mzZ/8QKQukUm/llluOsnbtfycQaPJWVCiJQOe2u3bx0Y/9GqVikS9+5hEaYlEC4QCOcuju+WWi0R1UKoOcP//fFj23UCwzcHaInu5ORoaHmZlJEzJD2I5LvpDj2JkB9r58miefeYmd22/kNbv3UMjmmJqaoVSyaGxOsnHLWnbfcSO7X3szHT0d7D9wkG9/+4eEIxFuv+MWzIDB8JlzJHTFm27bzDvv3snmLX009XWRaG3C0HXQBGYsghGLoXQdNA3XEIRTzWCaJKMmb75lC8VT/Tj5MsOj55mYGiUYCRDxjSKapuFKSaaY49yZcwh8kVYzSDRFsG2HQqaErhm0NKcIaDr5fN67DoGQCl1XrO/pQlnwhX/4OqmWTk6PTFMqWbz1DbfzkQ88TDwS4L9+4nMcOztCtlghk837nXi5I+FCqEoWkktGfSnl54VbHq6JU1Ip9QSe1Qul1DSvYGJwsYQMWp2YItFDzMx+hPGJFwCIxW5g7dr/QWPjPTUicxyHMydHKOZLrN3UQ7QhSFtnE5WixW/8+w/R3tbK//ufPse5/lH6j44xfOY9JFsPcf78f6Oj48OEQnOS5ODIOJFglIBm8PhLx+lqa8EMBimWSgwMT/GjZw+TLZV485vfjFMpMD42SkMihO04WJbF5Pg0/afOcG7wPNMz0xRLFRypcB2XmYkpmhIhkpEQTQHBxp5VbNvYQ2tbM1og4AXVCu/LxAiB0gN++/g6nFDoEZNQayPlsTKrmxt5/dZevnn0OI0bN1BwFCWthBkJU8plkUHdD9lWnD09QN/aXhINSZQQJBsbiDUEGR0ZZX3jOjRNI5FIkEmnaW9tr+9fdCHobU8xk49w+OWjlAsVJiYyVIoW73zDa7jjpm384cf/F3/y55/m4x/9DdqaElczHBZDUfeFgUs7dC7m4F+IFeHB1xS4Va+vqK41F3gLrAVmaJCevk/R1Pw4tg3BYAerV3+M9vYPIoTuE4pn4Xn2Rwf5qz//Gm7FYduNq/nIv/t5mlIxQpEQO27ejHIdVvW1svexI3z8D/6WYCTLB39rDY4zwMDA77Flyz/W6nWy/zyrevqYSBcYHE+zoa8HlOTM4BjffmI/8WQzN2zYwvd+8ASrOpIkb9iM7UgmJqbZ+/xehodGmRmbBsuiIazRGg3S29PNrp1bCQUMNASlXBZybWxZ3UNbZwrNCKCQ6H5WRt//zJzPSc6ZQTUIN6WQtkVlYopb1vcwkqmw78wZWtZvxBLQ0NrExOgIeiKKEEGUJnBdybFDL3PLrXsIGiYNiRiRSJCJiSzlYhGhBJFImKmpaSzLImJ6nMlxXbSAgaEkqajJbVvXEQsYTM9M8h8/9mc8dP9reMeb7uPjH/0In/zsl/nyP3+LX37/OwkHA6hrlV9MKaTyx8c1Fpx+6ollUQMqPCIRLoFAmu6+L9Dc8hWEsFHKpCn5m2ze+h8IBBrmKXK2ZXPowEl++K3nEFJw064N7N97hH/+4rf40EfeiWHo3jJUXePeB/dw7PBxVm/ax5579vq+GA9S2mj+d9v7+wfZuOUmnnvhIKlkgkg4wuhMka99/zmSqWYChsaJEyfYvnUjN2xdA8oim8sxNj5BJBIj3hDGzAs2tbVxz807aOtqJxxvIBIyQNd8r5KGcL2slVWHk8CovZsmPFOpwnfO+suqdTTvoKERbW1H2QqRzvDgrm2kn9zHmVMDNK9fiwqbJBsTZNMZAokAUhPoYZNzA+fp615NV88qzJCJGTQIBgzy2SKt7a2UShWEpjE7mybaHkYIQaVcJmB6mToFkpChEw7Cex9+gDe94TVEzABBPURfRzt/+vsfoVyyCBiGF+d3DcfM3EdH5jjLBaONl7lKElZA1HH1FYXvY5EolLDoWf01btzzQVKt/4gQNsn4u9i+5SU2bvoYuhHxrlUSqVyUkowOzfIX/+WLHHthGDOo864PvIHedR089eghBk8N15RMJQSdfaf50G9/ndvu+y6aNktDw63ccMNTbNnyj2ia4YW8uJLJqVmCwTBHjvfTmWoCI8LXH38BEQgTi5j09HRRzKdJxk2kY2E7DrlcnuGRUU4dO05paJCHdqzlna+9mY1rOmhpS9AQNtB1L/eZLjQMIdANDaFraJrh/wUQWgCEDsJA6AaaHkDoATTdQOgBhKYjdM0TrYImke4ejJYmYqbLu+68gdVhyfTJU+gudPb0IiwLZdneNyQNA13TGThyknQ6g6EbJJuSBAwNx/YyYYbNME3JRjKZTG0guq6LZdn+OhmJZdtkMxlWd3fQ0ZygMRrzAl01hWkESDZEiVxmGtwLjpPqwi+1vOQitcElfsbEsHoHfqJ5L71rP0EodAalIDO9hv1P3s/0WCeRhkfYsG0Nb3jL7XT2pJgcSbP3qcOMDE/QEE0QCzVhp9OUixaOktzzwK185n9+jace30ff+m5KlWMMDPweMzPfASAU6mP16v9KS8u76riUF9ZtuS4lx+b8+ChBTREJhjgxMMz0bJoH7rqFvs52vvH9H9GcaiTVnMBybEbGxjl46CXODvSTPTPMLzx4C7u39pFs6cBMNCA1z9ypCQ20oO84qCqq3pJZlKouB/WrIua3VDXcQVS/S+KJa1oQYqt6KGk6+uwM77/3Vr764xc5cuRlOrZsY82m9Rw9cpyGYAcEDKINMUaGztNyvgMzYNLS0capowMEAxrlSpmwESEWjpJ1spStCg3hKK7rUiyUaQiHwYXhkRE05dLT1crcSsW5rw97e9XD14ZglPLWs4hlrvxSwhPxFyZFWQorg1gEhCNn6Fn9CZJN3tfBhejm0a9uZ+TUDsLxKGiCybEM5/r3ceTF07zuwdv41teeZHo8i+ed0WhsbEYLGtiWzeTkNDfs2Ujjl0MMjx3jVP/3GBv/G0Ci63F6e/8DXV3/Bl0Pza+L36iuK7Gly8vH+ulobcV1XZ4/8AIP3/sa1ve2cbR/kJHRUR6492YQksHhMV568SWGB8+TGRlnW0cDt2xaQ6JjFYGGBj+hufCC24SGohq2Ux9G6geN6nN6WHWQzb8WvG/j4oV7+KKGMgxCfWvRQiba5ATvvncXj+4/ylMH9tG1ZQfrVvcyOHCOeMdqZCCAGQlz+vhJIrEYoVCIYCBAyAzhCInjOui6QSQSoVgoEgtFKBVL6AGJZdkEAwEmJyZpaDDpaGmsiTC1SecVCQ8TfnvUomznzixIcFKrg1w+na4QYlGsWf+nxOJHcd0wjv2rrOn7Nc6e+hT3v34Pb3v/vUgJ6ZkCX/rsd3jxmVN8/tM/QAC3372djVvX8MW/+TbRmM72mzayf/9BDFOnpTXML/+2RbH0l4yNFwCdzs7/h76+/7QogHJeffBWZLqOov/0eV63ez0lq0Bfd5KetgTFfIknnt7L2rW9hEMhJiemOXToMGPDY2QmMrREIzx45x5a+1YRTCRBCyCU8NPCiuoKKcB3l1UVkroIJu9Xn9upXuPP3vWzavX775oAghDqXIUWilIZH+POPTcRT7bwyBNP8f+T997xcVVn/v/73Du9adS7LKtYttx7xxXb9E5oAUJoIYGE7G4I6fkuIWWzJGGTQBKWAIHQAoQaqrEx7kXulmxVq3dppOlz7/n9cWdkuWCMC4n397xeozJzZ+45Z85znv553JmZ5HkctNfuw5KWidfpprW1E19bJ+bsbLKy0gkNDmLxuo2SYkWgKiqBgJ9wUhKhQBin20ogEEW4VGLRKKneNJx267Axn0kygpGaxGiP9yl3HK7inwidFcwCgoN1X6V84lcBSXvLYiZPSiM1LYntFVVceN1itm3bS25eFisunUfFxjoECh6vicuuW4xiVZFPmlHtcMNXLuRi/0JM5vfZsuViwuEGAFJSLqC4+L9wOsec0IhU1YTAhN/fg9UswCIZVTQCXcLO/fUMhAKkJ9uJxWIc2F9Fd3cv7e0dpHuclCVbmDx5PNa0NMPmOEYHq6F/ZZwTjrhACCVe85aQJMOSa4XRzCghiXRNIRCM0dPvo6urh5auTnrau+lqbyE06AehUDyigP72dsKBELK7h8HuHmRKGi5dUr1lI8lLlpOXl8um9VvJT08hHNYQisBkMtHa3I7T4SIYDGGx2gkGgwih43A4cDmdZ1iaHEHDQfw+KUdq+OWf4aPPCmYREnwDk+npWkhK2ipu+vLFh73+yLM/wOlykZGZxZiycrp6BbOnnEMwGOTlZz5gZEk2EX+Q7NxiNFFBZ9e3GBjYCIDTOZ6iol+SmrrsREeDQGAxQX5BBgdbuxkIhNAxkeRy09HVy09//E2C/n4WTf8fmpubCQRCbN+8gW0bVjF9wnQu/sKFmBxWhGIeOvWPfScYiqPE/zReGGY/JSRJ/ClNSlqaOtjf2IgQKoMDAWrqm+noGSQQiYHQMQkFEdaIxUK4TJKcNDel+VmUZc5CkRqV1Y18vLGClpZecnPzGIyFObBlC2Nmz8XtdhAd9KPabeiaANWMy+mmobYWq2rB19+NyQwRLYTH46Gnt4dwNIrJpCCleqaz89HRDCktRUIYD63ksTCOhTCqbj+X4q/Pkxrr78Kb8jFGZ3D4yh1fY817Fbi9DsonFVJZtY8333qNWCxKY/c2rr/iDjau3c3mdXvxZnQzY9Ez7Nr1LgAWSxaFhf9JdvaXMOrXTowSC65KybQJo9i2vZr29j5ys5MJBEN09XYTi0ZRFUEkGiUYDmGxWIeSFmORKHsr67nwcjPH61417IaH1foPpZYf2glD1wEE/BHWr6+gsqObMCqhWMTowWgCJRrFrsVIdjsoGpFOQV42mempJHld2BwWZCRMtMfHjHEqk0bn0dExyMGmDlIyPazeUkPdzp2UFo5k6+atlEwah2Y2oYWjZKenctDXR7C3B2Eyk5yaTDSmYzWbaWg4yO7d1cyYNvaMM4qxRvE4kxSH5boMxzc+nMQJhC4NOnuY1BxfhwAAIABJREFURUI4lE9Hy1WAERj80Q8e4Pf2P1O5q5Xbb76eUeUjuP/uh3jj/Rc42FTJky8+zG1fvJP8Ee9TNHodMT2KotjJy/s3Cgruw2RyndCtNS1AR8eLtLf/hfLy5zGbUwBIdjuQMY2uXh+pyS5q6g4SiMk4ugxEYlHMqpmBoA+X07iX0+lgyowxWJ22o8LHQ1pDHI5VxiVKr89Pc2sbI/KySHK5AQ1/wE9zYyvpqel4kz1Ik2GtOl0WZs+ZTOCjdQyEI9hsSdiiEbKT3GRnpJHqTcZuN2GxWzFZ7ag2KygCGYkhpRmTV0U6nFhDIewuN3kFacQiflJTpvHoy5tpqavDokFvSwdJWWmo0TA9zS2kWCDmsVFzsI1AVhZWjwv/4CBJ7lTefHUlE8ePwmZTTxrL7URJoHLoaOGokmJ52LX/B9Uw4r5zIQStjbeQYJba+mc5Z8ks9uz8G2+9vJbdFVX0tAxw+Xk3sLXmbdau/Zi9tT9h4YoQAJmZX6Sw8AGamsLccstdfPDBB3R2dpKWlsbSpUv5/ve/T2lpafyWkoGBrXznO3fyu99t5Ve/gv5+uPnmyezf34XNZmPWvPno9kIGhaCnp4++/n4UVcVsMhGKGB2opJS89Nf/paGuGoCPt67j463r4O5vGXPYtJLC/DzDDRy3yyM69A0Eaevq5UBjKx+t24Siw7fuvBaPx4D4UXSdjpp6Nq1az8x5UxhZXoaqmhFAbl4G13/hEiLhCOgx9GAAVdcx2ayYLBZQQI8nZ4Z7fejhKCIYQcQ0kBITAqGqWOxuhE1Fi3mJdfZTnJtKfcjC4KCf9roa7JEgXR0NLFo4nSu+cCFIE9/69q9obGgkbUQuZkXFYopSvb+Gp598mZtuucroJ3PGSIAc3mwq7h8cJlUS1QeHcsLkofd+Cp0VzDL8JNJ059DfA/4HKJ+wmazcNPZua6KyogGLxcLlX7RTWlnP2rXw/vshvv3teZSUPITHM53NmzezdOlSBgYGuPjiiykvL6eyspJnnnmGV199lXfeeYW8vL20tj6G37+DwXie36t/d7B2XYB583q466672LRpE/94/TWS0zIpn3s1/Q4z4ZBGJBrAZDaWNRaLgaowZuJUYrpOc0Mt44qKuGjZQkxOJwKJ1+NBF4JILEZjaxub9xxgX20TvgE/JosNVVUQUqcwL4u09NQhNczisDN58jjGjxqFatURegRMFmO9AJNJYDJZkZhQnHZ0TaBFIzTV1aL5fagadPb0sWdvLY01jVjDUdJtLpKcdpwWC8mpHjKLC0gtysOa7MGb6yKsbcUkbCSneXAEe+mp3szX7vsKcxbNQ8ooJsXKmJIcTF0aistFb1c33/vh7TQ2NpORkXbK3Q1OjIaj9B+yVYaymz/BbjkROiuY5XA6NDOzuZmmlt9z7vmL+csf36FozCDLrtiMVDYxahSoKvT2QlLSE7jdRUgpufHGG/H5fDz99NNcf/31AEip8/jjP+TWWx/g6quX8sQTEkUBkykFt7sE2MSGjZKHfmln3AQ/EydeiNf7X1x3/bU89+zz9LXuZ8A9jqy0TOobarnpzm9gMano8erInIJiujs7aG6o5aJ5s/nxN+9A9SQjdUlbt5+PVm2hYvdeOnr6MCkKHruDkcleMpIcpCY5SUoZTXFpERYTcVvehGo1Yc/NRoYiCAUUa7yRI2rcc2y4TnVp5MMM9nRTX1GBXdcYjMZ4fdUm3li9kfauftzCTobVQbrFjtcssOsadrPAbbeSXZbD3EvOZcS0CaRnp9G4t4twSyMpoo/lFy5Ahv3s2rqFUCzCtNmzcXpsaK3dKDEHIwrTKB9bwqTJ5Z/T3pAIoSOFAkJFfEpP6f+TruPDjbPDj4FB/68pKl/EbfftxGJ9G5CYTMkUF3+ftLSf097eTnd3N8XFxaxdu5bKykpmz57N9ddfTzjcTGvbE7S1Pk5xcS3jx8OuXZL6+qlccP43MZuW4k3+LbCJudMXEerpATbQ0vIHvN4F3Hrrl3nu2ecJ9rUTHhhFeqmXg7WGGqPFNHw+H4rJxODgIDJmZMKmJTlRzSq6lGzZvo+X3/yQEAoWi0J+RiojM1LJTXKQ5rHgcjhwOOw4UpKxeJKO8u4oZhOY1MPXJK6oD88di/Z3E2qoJs1kYlvlQf7w4utU1HUxIKNIJGERxh/T6CLMl6+6hlFFIwh2drHjH29SkJtDituDiGkUZKSyff0+ZG8zV1x3LuPmTKdi9wFWvfoWt3/73qH8Oi2mEejvY8UFSzGbLWfURjmKjlXCcZyiloSX8USGeFYwS4KONA77e2eSlLyRrp4lWKwAJrKy7qJo5PcxW1KR8mfAITVu2zYjdX/WrFx27rwwntZibGKrNZ+FCwvZtWsNPt/1mJQV/OT7v6Pb3waA257Bnq0FTF2wka6ul4hEOijIHwFANBIhPdmNzaxiNqtICd3dPUTDGsIcJqZpEDM8eBarkWHb09PD/qoDLJ4zndy8DLKyUnE5nJikgkBHKDqoCoh4Cw1FGToKdSXRiTee+3XUQgkjcKpL9ECAcHsrwh9g7cfbePKtdRzoH8Cckow5NkA0GuLc85dTOGIEb/79TWp9/cyZWI4Si9DRUUfemGLsXjcCSUayA8tgB2VZSRQX5NBe38B7z7/ENTddi80sQIfAwCAmCYGQnymTxn8uoZVDZCRQShlPEUqEd4btmSPZ5rMw8lnBLJ80oca6u/F4NyOEjq9vHunpP6JwxALMZpVwKGz0bgfS09MJBKqoq3sBAE37G0ZbdzOpqZeTnnYjdtsCysqeAtawq2If3ct8xMJmdlfUGO8JCQaDyfR3T8CbtoP29icwma4CQOoaixdOpWpvDWahIGM6bfUtZBfkMhAaBOSheveYAS/qdDq55uoLURVjww+1FpcY6S6K4c1REm5tRQxF6BOonEjl2M5nAZIYCNCCAaQ/QMW6baz5cB1RTKQVl9ATGsDfG6Awt5B7v3kvBfn5ZKRms/b9NTiSvDjNCg5vEklpRoqQroLLZaGvpZGZS2dDNMpbzzxPmqrRWXuA4vIS9CyVrs5OzKYkkuxmsrLS4hhuZ749nkFyCKhdDvVoiZvxw9HjT5LOCmZJTPRIAzEYKKax/qv4/aVIbQo5OfkIxdDXP/r4I2KxGOnpHnp7b6S+fk3icGdgIJXiovvJzPwiZks6Gz6q4I2X/oRfNgOwbcMBavbXc8nlC/lg1esA+PujWDzQVD8Xb9oOWlr+RHrGZYABdr144Uzqq+uIRKJE/EH83QNQoKNpMUwms2FAYYBqCymx2+1x2ND4HOMFS1Jq6OEQWiRKNBzDFwjjSUvF4fVgFHuJeCBzWGrL8O9/yBMkjQCk00EQlU3btiEVlVmLF7CmsRa1L0KeO5+B7m52791LckoK3f39CNVMYWkJsUAfGampOJI9qDYrUjXa6tlVQVFhHgf27Sc20M+YMWU0HzxIuKeTYDBEW0sbzuwUckZmY7Vb+Xx7FQ9bA/FJ7VdPns4KZjketbdchy50PC4Fq81Kb3c/VXve4HvfvR+ABQt89PevQVGczJy5gP/5n7fYXzWa3Nx7kDqEgyFcbicNVV2s3mEgUk6aOJHZ8ydjt9soGZ3LnrpEap5CR1Mpljn5hEI19PasAyAt1Ut2djrnnDOTrdurGOgbQCDQYjFUkwmX1Ypq6InEYhpSMxIedaPuYMhlq+sxBjvaCbZ3oUXDCEUlHI1RXbGdtIICSiZNQLG7URMMNsx+GaKE6qGbkSIGDhdt/hC9gTATFi3EMnocG1ubuPjSy9m08SN2bdnCb371MBU791C1ez9FmflYzRAd6Gb6tAnYkuyYrBYkKrFQhOzsVNIyUqjeu4uy4hGYUNDCUdAljVUNEI4RGOxn/MRFCPVoG/OMkzy6V+Vw9f1UmOesYJbj6ZWJr0M19aPpT7B+w6P85uF6Nm+GzEy4886pjBp1B+npVzN3rpPvf6+MtevW8vgfnkLRvFRV1nLLV69iINpCU3sNXncaP3rw30lK9oCAcZNH8eo/4Pwrp9LXuYbxM/YRiRgSqKXlLwAUjszFZFIoKRmBqsfo7+wjKzMDicTtcRONRLFZjezl5s5OdF1HlRIRiSEDYWQ4Qm93Hx+t3ciqjzfR3x9AqhJvqocJo4uZNqYIT7CX7gO7SR8zESyOeP6XsQZDkf3hyZOKaqAyoqF6PMy++kpGTpnJvto23FYPvX39+Ab6sdqshEMhCgpHEu6LMHXiBERoAKu/D1OKC8WsGjEJTdKwv5rJk8sxWxRystOR/n4am7vxpGQhUKiqrGfijGm0hlWKSvI5vef6idIhN3FCDTss4/ifpYYJIbzAY8A4jJW5BajiNGMdfxK9u/JPWG2t2B2VaHoDjz6ms3s3RKNQWODkj489wqJFX0CXxomOjPGd+37AV752G7d/7TZy0oopLS1l331reGPVm5hUC9/59/8ktzD7UK6V3g2Axf1Dls7zxedtIiXlErZt9QLgdDoRQsXhsGORGgNdXUyeNoHWoA+bw0E00k9qWhaqovLUW+8irWZysrLQwxFuX3EeXVXVvPTK26yuqqc1HCWggyZ0NCF57eMKRnptLJs5lksuu5DUkijYjvjOjxFX04WOkKBgYey0aYyaPInWDh9TU3L463OvMVjpZ8mCBUwtH4vdZsWiKqBrLFs0g2hbMyapI0xxhtMkmgqjy8uQackIKWlubCQn3UtnwMeiJUsJhWHrriou/fo9SJsTq9X8mdKIThcZNkuiv8GnMMZn1NNOVbL8BnhbSnmlEMICOIDvcLqxjhkuXQ7N7v0PHwfAbAa7HbKz3Vx11TRmTruMDW/XU7/bSscYH6+/tIqaqkY8bgdz5k/gksW3smXnavqCrXy8qZ60tDQuPO9CtL5MbGY30Wgv7e0v0Nb2Z1pbtwCgSx+9nem0HJzJjbc+Ql1dD7r+YXxsxngcdgepSV76Yz4yMzOo3985NHazzcbkUVNp76zlL39/E3/QyCqYGFap2bCVpvYeNAl2jwtptRAzSXo6OtFkjJ6wxsdbK6nZV8fVXw+z4LJLDDtIfJo3x/CKSZOKWYW8nAykPZklS89h67bdjC+fRFqKF0WD2upKbrriXFL0fkRwAB2BSbGgx2KEBwNYXQ6cDisBkw5SIzkzi+TcTBYXlZKemcGqtXuI2ZOYMGcGVrttaFyfq9uYhH1rcEECo+ATXcefUfCdNLMIITzAOcDN8UFGgIgQ4rRjHcc/H7NlgJGlP2blSiXuZYFIOAOL9Wpys2/A4yklLcNNLKoz2PY4m9bspb87zIZ1OxlZnMuByjZ6ugaZMm0WVsXL9/7rFkrHFSAwEfD5efQ3/0FGwUNs2nQrUhqb+ctfTuI737kOoV/Mj+/9kIycVFRTMtm5Fu75+lf4t3+/Z2iMNruV7Jw02utayMnNJLR9k+HFUhUwC/JGlTIqNZ3L5k1gxdzp1G7cwca3PmCwfwC7287N115Br2Lihbc/oLG/EbNbENViXHP3bcyfNIUXfvEQa95eSXpBHhOmzzQ+99D3cUzkTDCqAA11NYoMdfPlmy9H0TT2btzGvFlT0IMDLB9bTFaSGSUwQGQwgKIIBnUfNovNmAKC8OAgUo+BIhg/ZTxCNSMVMxs37eXVDzZzywPfweNN+twZJEFGhF4a0EwoQ5LjmIVfJ0Gnkn9QBHQCfxZCVAghHhNCODkDWMdDMEZRFzb7QYTQGRwYh1l5gsLCzRSN/C7//aO3ePA/HmP/7iYUs2D2ORPx9w9iVs1YbXDxFfPIH5FKKBRl7jnj0GIxVr2ziZC/gYb6H7F773imn/MHMnO3IWUIr3cpY8b8lTlzWhk16vcoopwEdpsQgtTUFMxm0xC4XwJnefY5s9EVjZy8HCO6LsFkMiFVBSXVg56Xyfsfb6V6Xw2ZIwsonz+TmKqSO6qUCfPnUDa+HJuuUFY4hnmLl6OHNXbt3oUtJYWRs+eCO5PcEUUYZcOflEnLUMpHIq8O4gyjR3GbAtxz8wV8+5bLWDxmBMsmjiLfbUYNB+hvb8NkgmDAj91mx2QxY3U40PUY0YEBdF1BQyAVhUhMZ8uuGl5bvYNL7ryFmefOPWw9/hlMI4/453QO4VTUMBMwBbhbSrlRCPEbDJXrk+hYwz4mu0sp/wj8ESAvd4w8tOgKne0Xk1/4e9zubMzmiXS0tpGWmkp/ZxhiOr//5fN84/vXkz8yD9UkcLgVrBYTm9fsoa66kSlzRjFxeg4LVnSQWfAjtmw5MHRfq3UEWVk3kZV1EzbbyKPQYaSmoJiEESRMuG+PmOGs+TN55bnXsdmseOx2iEYxKQrBQACrw4pmMSFS03n1nVV87Z5bmXT+ErRkD39/ezWd7X1kl+azZOkCugaCWNM8rBKCl196maguUTQTA229RIXpsLFJAYrZagBixyIouo4ixZD7WMa5XMTjOEKXKHoMh1kzDDyhGSkxnT7c7iQsVhtmix2hKEbms6IQHRxEi4QIh6Ns3H6Azo5ealp9eAuL+Ob//IKR40ejmtTP3fk1nBIZHsMLRk+nj+FUJEsT0CSl3Bj//28YzHNGsI4Tm6Or/QKkVKmsWsnMOZO5/IrLaG/sQ6gqsxeOIxgY4JFfPsezf32ep9/9Jbf/xxcwOWD9up1kFXQwZ/FKdu0dTdH4J7nmhgOsWAFe7zVMnPgBs2bVMnLkj7Hbi446Fc0WM2aHTmauF1U1UkyOvEYCTo+D8VPH0tBQy/hxY/B3dGHWQA6EQNPBpKIJwcGmNl5/4y1MaV5mXrGCL9x2AzvWrSPZ7ebLd95CX3Mr9bv3c90NNzJ15iwKRo5kzoJz8KamE47EGB5s06VAi2jo/gBE/EZNR7xHyVA0O36t1HSGoIIE8VpjCAWD2NwuzE4nUjEhFdXA8ooXp4V8PnQJ6zbtZt2uBqr6olx0z93c+98/o2jiGFSTgRnwT4iqHEXHUrlOh6Q7FazjNqBRCFEWf2oJBjTrGcE6TvjKY7EU+nrmUlqq4fHY6Opt5eXn3gFdkl+Uyu1fv5ruzn7+8pdDYHjZxTu5/dt/44JrniAY+Sua1k9NzSiiUZg/fyGTJj5DcvLi41YtFhTl8O3/vJWb77jc6AF/LBKAKlh+0RJ0GWPJuQvpbW7FEtWJtHQRaOpA1aGru5vSkpHs3ryF3Tt2Y/I4mLZ0Jnd89YuosX7SUy186/v3Yono6AHJVVdey+zZ8xgzegwLFswjLTWZIWwKCYoWI9LehGysRna2ocQiIDWIw0AlmARdT7iLjKCdosazAiRmmwWL24FUFaTRVhipKqAKooEAEb+f5vYu3lu/m5K5y3CPGM30JQuxuuyfUzbxp9PwjgrHirUMMdHhv06YTnWWdwPPCCF2ApOABzlDWMfDT4XOtotRFJg4UUFKybaKTUTDEYKRAFPmjOHu+79Az0A1Y8udeDywdv1bmK0HMZvTycu7l2nTdtLYeDkAS5Ys54RqGUwqoyeUkJaRctR4hsaIgSMzsnQki5YtoWR0KVOmT0T6/SQ7nJhDMZRwjGgkyqw5U5k5bTyvP/c3fD4/Ump4XCo5SQ4UXzdlxWn85JffI9OdyrZ31lO9cQ9KOMjFF87FaVUN+0Ma+V8KCmaLGcVqQrVaMVD3okAMgQ6ajohpCF2PNxyN85lQDSeBScFktRpql2KoXcQxx3QEgd4eguEwr7y9DnvxaEKKDXtyChazZUiS/PPlyTHoE7hBHPXHidEpMYuUcnu8j8oEKeWlUspeKWW3lHKJlLI0/rtn2PU/kVIWSynLpJT/+Mz3i//s751DJJzO5MkGsn1Y7UFawnhSO2ho+B51jUvo7h1g1mw/EyfCzp1Wxo59idmzmygpeQiXazwffmi4fZcuXQpC0N/fz/33309ZWRk2m43k5GSWL1/O+++/D3CY0bp69WqEEPzoRz9i06ZNXHDBBaSkpKAIhYaGBlavXo0n2cODv/gJE6aO58V/vMBrG97gjTWv0VlXzwc71nL+//shxaPyIdjHe6+/T0zTkXoEkx7j6/f/CEtKHps+eof77ruRn//yW1x96UKmjs4lI8WGIuNSQjekhJQaqsuFyMhCeJKHpIfU44yiGQwyBOYgEz04MSSLoqCrCphVVNV4SFVBmgRBXx/hwUHefm879X7BuIXn0trVR35xASjykHpzCiqOHDauU/ZaxT3Hx0puOFX615Cfx6W4xychOoVxfne2X8iUKcZzff5qvvbdNbiSb6Ox8b/YsMGIb5x//le47LIH6OwM09k5GkUxiqN8Ph9btmzB6/UyZcoU+vr6mDNnDj/72c9ISkriG9/4BldccQXr169n2bJl/OEPfzjmyNavX8/8+fMJhULccsst3HTTTVgslqEvacOGjVx06UVk52Yxc9J0Fs9bzIwZ0ynJLCQYifDBvgMsnjmNta++TXNLB1KXDA4O8NfX/kFWeioXnTMdNdhLpksyMseN12UxGEVGkHoEXYbRZRipR5BSMxIoEzlmuoauxSCmIYy+fMY6YuAHEFfPEvwiFdAU0FUFTTVgmWQogr+jnZVrd7CmupOR85eyq7KGXbsryc7J4lR342lhjiMoYdMfr41k4rUTrWNJ0FmR7gIcITslXR0XMWHqE6SlSaprWunrbyUlxUVGxtXU1zficq3n4osfpqqqCvgeK1eupLzcKEJavXo1mqaxaNEiFEXhvvvuY+/evdx+++08+uihHpL33Xcf06ZN45577mH58uUUFhYeNqR3332XRx99lDvuuOOw5/fv3z/0+iOP/I47br+TtsZW1q5Zw/Lzz6N8Qhk33H4z//vuGi6/50tMyEvlzb/+nVv/4zaef/NV+nwDfPvLN2DRNfTBIMJuB6tA6lr81BRDZdaJVBeZqGMhrrvrOgqGqpagIamiJ7puJeoJxVDJrbHCAqnp+Fq7WL12H69tPYhn1ES6BwNcdOFiQpEQRcUFp8UtK6UkGo0OSbTTRUfh6R0nN+xEeeYskCyHU+I0iISy8fXNYNIkY2E2rv8Co0fvp6zsMdau3c38+fMxmUyMHTuWjIwMVq5cOfQZib+XLFlCNBrl6aefxuVy8dOf/vQwW6S0tJR77rmHSCTCU089ddRYJk2adBSjHP36V0AIsvJzuPzaq3B6XVz1peuYO2MWVS2tbKhtZvakUbTs2kHdgQb+8OwrKIrCteeegxaKEAgMoqMjdQnxxq0ynsufiKNITQNdM1QzzXjoUicaChPw+QlFouiabtgs8VIBIUHR41IHEEJBUYxeL1KCr62X91Zu4ZW1u3GXjafXP8Blly1hyfJZXHjxEgpG5HNKkiXOrLFQlO0f7iLQHRiSfidPcYhb/fgjO1KinGgz47OGWRJJDMPn1Vj3NdJTvgLAjh1gNiexb98+WltbWbRo0dB1CxcuZNWqVehxFSXBLEuXLqWyspJAIMDEiRNJSUk56r6LFy8GoKKi4qjXZsyYcdwxz5gx45CtowgUVY1vSoXv/eAHAPz81bdp7O7j3JmTefLhR9myp5IlMyZTUpiPYjHj9LgPTTqxmXTd8G5pGlLTEbpE6BItEqO2upGKLbvYs3kHB9ZsYNurr/PR314mGggYTJVQffS4anYEmIOu6/S1tfO3V1by/Nr9uMZPxheLMGf2RObPn4GiKChCoCin5oqV8en0NPQx0OxD6KfHwIjPhk9iFzHscahX8YnRWcMsCUrU8wggGCihMN8Ax9uxcwNCwAcffAAc2uRgMEtvby8VFRV0dXWxa9cucnNzKSsro7+/H4Ds7Oxj3i/xfF9f31GvZWZmDjNM9cMexusZw74Qo+jLYHrBsvOWM3r0aKr7+3lvfweNHT4+2GpUct5+/VXYXE4Uk8lw78YzaYkHFIXO0CPRxRldEgqGsNvs5Kcm4w0P4A70MNJpwRmJEAtGkLqMP6LoenRonBghGfRYlM6Gdv74v6/z5rZqUsrL0cxWvE4nN9xwGaZ4xsLJCJTEGmlSG1IBg74g9VvrECE93nLvVBlGxg+UhF/9mFcc9eqJ2i5nJbMkpAxASnI2aam5tLQ20NTcyIcffojX62Xy5MlD70lImZUrV7Jy5UqklCxZYjQnS0oyOk+1tbUd836tra2HXTecRNyglppONBzFP+DH1+NjoM+AhNF1Y4MnkN2HTvH4m++8806CoRC5C+eRt3wZ+3r7cNtsrLhgBbrVjlRUI8dpaPKGBBmKlSTUsLix7nTacIgAAwd2EmxtpS8QRGSkMv6cudgcdoRuSCNFjyHQAIPRNT1GLBymensND/3qaTbWdeMsKaWty0df5wC33XEdaRnJJJzjp7KppZRE9CiD7YNUrtxNoGcQoSsMdPpOWQszllcixZFRliOuSxj48Xmc6IzOAgP/cD/+kLeDxGQlJcXT6Opu5qOPVrF69WoWLFhwWKBs9OjRZGdns3LlSkaMGAEwxCxlZWU4HA62b99Ob28vycnJh9094WKeknC9cciDE/AHef3Fd6jctZ/Ori4CgSAhf5iWtoMA7N1VRSymoesajbV1pKVnkJSSPDSZm266me9+97s89ewz3H333QQjEWaVFBPWrNjcHgj4EDKBPnlIfRpy1cp4s1E93htRgMfrxTFtOgMDA8iYTnJKcrxb2KE4S0L9kkg0XRIeDLL6jY944ZWVaGlZeAoL8A2EueryFdTX1zFu7Eg4TsD20yixXuFghMGuQbrru+k40IE2oIECakzQVdNBzuhszE7rkJfus3oQTlLo/R9Tw470bMhD6pgESkuMjfz73/2Wnp4eFi5ceNRHLFy4kDVr1vDuuwZ8a4JZLBYL119/PYODg/wgbkckqKamhocffhiz2cwXv/jFYa8YRvKObftobQ0womwa0+adx+jJ88jJLUSJRQE4WNvCptWbePXxv/Drb/477770ymFemiRvEtdcey3bt2/nBz/4AaqqcsVFl7Hho/VgdSHcrnivRzFUgEVMR4/p6FENGYu4oLXfAAAgAElEQVQiNMNIl1KLe8vMqHYXbo8LEQkRDAwgiYKMoOtRdBlDkxqaDrEw1Oyp5/cP/p633/qIgZiKIysPX3+QETnZXH31Cq688jxMSjz4eApakq7pVO88wPa3KmipaCY2GAMkQipIIRnoHKS9ptNQE+WJb+CToaEwRGJs/5cMfDEswnSseY0qnYYQgj17dgOH2ysJWrRoEX6/n7q6OsrKysjNPZTw/LOf/YzRo0fz29/+llmzZnH//fdz2223MWXKFHw+H7/+9a8ZOXIkYIh6Pb66NlcSpeOn0O0LUFVTT2dHN21NlYyfZKBapiSn86f//iP73n6fmaVFqNow9UAaDXe+etddADQ3N3P+eedx09e/waZ1FTz/2NMM+AGXF91sRcZR86WuI7QoQotATBt6CE2P/44gtAgmVcGTloLN5TTyx3QdXdeNjlzBGJVb9/LHn/0Pz/7mUSZPHc8V138BabZjtydjMrmYN38GNrvC2HHFmMynHqVXVMGo8lGkJDIgJEgRrzkRQEyldlMtnfVdhsp6humTHcmfTGcFs/App5rbnUxRkZGilpaWxrhx4466Zrh3LCFVEpSSksL69ev51re+RXd3Nw899BAvvvgiM2bM4O233+au+IZOGKbV1Yaa5XQlsWPHLnrbW5D93fib9jFtfB7RkGGzqGYLqclppHs9+Pp8pOdkg9CJt4BHApMnT2bSpEkA3H7HHaTm5/D1n/wAi8fLYw8/zusvf8CB+nZ8UYiZTEiTgeUrpIbUw0bwUY8NBSljBNH0CLoEzEbvS6mBHoXejn7Wv7WWR374EK/+6Qly3DbuuOfLLL5gGakFOTjSs0lKTyczLxuTRYl78lRI1IacJLsksoHNThMjJo4Ak4Fyn1AtE6j3WkBj70e7aK1uPmmGORyaNWHeHR78lOLw/0+k6xecFTYLR2fCJwJMCdQXIXj6qbeZODkbq9V0TJdmSUnJcaPFXq+Xn//85/z85z8/7lAGfH6q9jbx29++QW9PP+31NXTW78dliqBEfTTslshQjOvOuZKyWReS6lHZ9s4rZLtNTHG6iEV1/D4fFqsFp9vBwMAA1dXVFBQUcP755yMEJGekcvmXb2Swf4D6qv3sqNjFq5UHMBMjPz+H4pEjyMlIxe22YrGAagLQEfGTWouBRKBHdPo7eqneU03Fpgoaq/aT6bIzaVwxWXPHkTN2NM78Inyaia37m+lDklaUi+jspa+vd6gM4XTVpUggKTsJZ7qDQLPf6EqGkT1g9VpIHZFCcl4KzhT7aa1DOZqMwzfRp/REb3V2MMsRNNT2TcSrAAVDfv8zV3BkeJ1Wr95IJGahqrKaxppqcjJs3HDHlZSPKeOpX/2ahQumU7P3AB+s3k3AH8SdmkF6+VRat2/i9Wf/zqaN26jcuY9Z58zixru+xCOPPMLg4CDf+973hpwSUkoURcGVnMT4mVMYP20KwcEgLQebOLB3L9v21PDeux8R9g1gNSskJbvxOF2YhSCqxwj6Q0R8YXqbOuhoaiAa8JOR6mLu1BLyM904Ut2kjxmFM3cE+1t8PPbsW1iT0vjpr36I4vLw5qsf0u8bQErd6G95mkgIgWJTSMlPJtjiN5QgVZA9NpvCqYVYXGakUAx15zN9jcN9pEat0VCC5zEk4pGu4k/vEWbQWcksCZJCGLq/AFURKGfwOJISgsEw69dtp72tA5tN4a67r2buvCnYHVZamlpQFKjeW8WujdsY7A+RFArS0tZJXnEZNTv30bHzAPPOX4EeU/nDY4+xcc8WHv/z42RnZw+penBIcqoAwgQKOLwuSpJGUzyuDF3XiQXDDPT2MdjjY7BvgI6GJl596jlsDjdFY0ZRsW41dHRSlOOgbFoB+Vke7E4rrrRkUkpGQcZIXvpgK2+sXM9F11zDRZeuwGo3094fxetOZtfW/QQDMRwO9bQcQIc8eBJXitvAI0aSWZZJ8dxiTJZjawQnTpJE79Dj1dQMpQMxLCgpTizWclYzy1C8VgijSu+M3kly4EAN4VCQG794IQsWT8XpshuIkRLcbg8dbR3EmlvITU6lqmE/4YifUH8Uu8NJycz5rHvzFUKaTtegn/U71rN131amTZvGww8/jNvt/vQxiHg2l5RENJ0+3yA71m9n67qtdPZ3MXPFUibNmY3VbEUXCo0fvcPShaOwYvSbT8rLw5E/km4lid8/8hJBIfjOT3/MqPISTIogJgWhUBRd19myeR/PPPUaX7r18mEG/ql5xBJksVuRCli8ZgqnFWCynI7vLiFJ5HHHaHhR49f+/0ENO0Q6CIlQVFT1BI+HkySpQ1ZmBv/54L9js1kPPwUFOD1upi+Yj39fNW119YhQkO6uZkRyGs2tTUydNANv1gjaW/twuFJZNuNy7v3OnSy/aBF8CmRQwrGgazpVlXW8/tq7VG3fj1lC24EaXC4P9/6/r5NckEt/KMxgf5B9B/aQmWTC6lCwKnaSc/Kx5hVR0azxx5deYPL82dx6+zV4kzwIIdCJ0R/U2L6thrfeeI/b7r6dzWs/Jvftday4YA6Kog6LbZ0qCaTQyC0fgTXJblR2njLEq8DYD59eInWkJPk/haI/nIYb6YnMW1VVURR1SL8+E3aLokBmVlrirofuE09hQRWMmjKFlz/eitAV5sydxcoD7TgdHgY16OjupnzaTFa+s46x48eQnTeCzZt2cu4FC1HU4TkJkJCYQ4V9UtLV2c1zz/6d5qZeZs9fwMw5S6jcuZP10SjfuO9Oxk8bS11zJ5qMsub9NTgUlbKyQsyOJJKz8xAZebyzq5VX1uzm0ptv4bzlM3C7rEObP6Yp7NtdxzNPPs8lV55P2cQS0jK8/OXxZ8jJzWDi5FKEOD2duyKRCGaPicyiLHRFnIZNGA9Vn+S4TvRdZ4nr+Ng0/EBQFOWMGvgiXo9u/B7OkAbzCATutFTSy8oQSSksXX4uNrOZsD9INBKiraMTb3oGIU1hz65KsnNzqNxXx+BA8PA5yQS4tXFC6jHJzoq9/Oq/f0dGZjqTp4yhq7uVj9asZ92GDdxz/9fQTCbeeOtDoqEY3U3d7FizFV+/n1a/iZ3dgjf3dvHA4+/w91W7OO/Cy7CYrSiKkaMLENMl9S29PPvMayw9byHlk0aB1EjP8LL0wiX89y+eoulgO4Yp/Ml5VydKES1C6shMrG4rpqEUmtNAkvhnnfoYj0VnNbMktquiKKe1FuKT7zb8cejpRJpFQWE+iy45n/2+EE/+4yOEzUlPby/hUJBgIEBLewcjx0yguq4VYXIgFTuP/vZpAoOhw2IBmqbT0zPI2jWb+fMTf6XqwAFuu/MWkpKc1NVV01LbwO5N25kybTIP//ZJ7vvWz/ntb56hrrqT7WvX4TSFyMrPprYvxtvbm1m5vYGW/gjOlGQCgQDP/eVv7K1sQIvfs88X4snHXmHilMlMmTkZk5AoaCiKzvgJ5YydNpn/+tmf6O3tB7SjakU+K+UU5VA2oxShni7YJDn0O6GyHvbqaarCPOuYZfjCJqYulETq0pmP/B6PJJIPPlqLN7+Ijqhk/IwpREJRQsEwoWCQ3j4fEQ0y8kfw4aqNuNwpvPf2Vj5atY2YFsU34Gfduq388he/58EHfkfV/oPMnjOPsePHU7F9B+FwhJkzp9HSdJDCkXkEA4L2jgAZ2Zlg0qmuqcGhSr50/XmMKEghLy+FGVNLufHKxdxz2zXEolFsHg893b3s3LaPWEwnEtNY+eEWerp7KC7OBhnFboXCnCSyM5KwOSyce/4iHC4vf37sBbTYqa+xalIQltOtARjesNPigfgEOnttlsMPdxTl9HhqTno8QEtLO++9s5b09HzOv3QF2TlZ1DW0sL+mAf+gD1U1g5Rk5+eiaTF27alFkQrPPP026zdsp7evi7S0NGbNmkXZ6FJCoUG2btuEpsWYO282WdnpSAkjSkoJBQWbN+zFardhd7mRnd0EgyFcqsbUyWVMn1aMlMYpEo0qbNzXSWNzG48/9gixSIAdFXs5/6KlhGNhXvnbmwgR4dWX/8ro8lEsmj8Hj8PLgN8Avkjxmrn3P27kpw88RHt7Dzm5mSe9XkOwrqf9yzpk950oOx8/N/loOlVg8HuBWzHGtwv4Egbe8ecCDJ4gVVVQTjRn4QyRpmkEAiEyszIYObKQjJx0hEVj+UWLqPvdM4SCgyiqQFVt2Kw20nIySJcxOts7ONjYSjgouODiuYwozsCkSHbvrqBq/36KS4qYOXM6dpeTvVV1JKek4gtrEFP5eMMGkpK99PX5SE5Jx2K24LE4QBFENZVITOLr7+OVN9fywjsVDEoNb5KK1SLYX1lL7cFOGhrq0aI6kyYVYbZEaWus5W/PNeD0JpFfMIrSslKyM0ZgMwnKy0dx4ED9KTHLmaNEPvrRZ+bxOn99FjoVrONc4B6gXEoZFEK8gAH8Xc4ZAAY/zjjiaphRn/HPIiEEJSWFPPDgt3n+2dd5/um/s+KiZWTl53HF1Zfy3FMvMdg9gMVpxuKw4HA4cDic5BXm09/dR/WBel58sZNJM0owKRre5DTmnbOA3MJcQjHBjs1VbN5SwbJlS1HNkp6uLupqGsjIyGTQ18/X7v0qu9avJ784hc7uAL96/EUGIipSE2zbuRenN4lkSwBFaETDFnz+APv31vLx2jVcdMl5nHfeNFwOCz09vTQ2NbNzTw2d7R1cuGIhNpMKSLJzMmlqagJm/tPW+ZPJYJbPkvJpYHae+J45VZvFBNiFECYMidKCAQD+ZPz1J4FL438PAYNLKeuABDD4SdMhA1+gKqcn0nyypCgKqknBm+Lk1tuv5tprV/DBO+/Q2NREZn4GM86ZytzFczEpKj0d3fR19RHwB4nFYiRnplE+tZxen07Vvi5Kymcwa/4iktOz6Oz3U93YxobNu7FZ3cS0KFKX7N65H1W30NzQwF1fvZ7S0Tm0NB7Eo0reW7kW6cxg5PhpVLf6KCwrJjXdhpQ6Tmc6F1x6ERddeSHvvbGKwb4QM2aPw5vsxGazkJ2TQWlJGQFfgIsvWILdZhmaY2pqMh3tHcdZhX8WDZMcxzDwj/e2RDn1ibzjpCWLlLJZCPFL4CAQBN6VUr4rhDgMGFwIMRwYfMOwjzguMDhwO4A36WiRn0A1SUxQUVQUxWRk5P0TSSAwqyomRWHBObMoKyvhpz9/lKUXXMKSCxcSi2iMnzGOPTsPsPKND+nvbsKT7CMjN5Mkr5cxE8bQdLCJ3/3maZYuX8SUWRONDF3dRPX+Ws5dttiYt6awbfNOvJmp9HfqWE1mQsEAge5ugv0+9lYdpEv3sGfvKgpHZtDn66Crx09aaiE3334DhcVZdHX6Wb9hIxect5DC/BRM8RhVNBbhH/94D5vVTHp6KohEMyBISnLR3z94WmItZ4biOYOfsvPFIeeZsZ5nOt1FCJGMIS1GAn3Ai0KIG473lmM8d8whHgkMftyBSE4ZPOFU6DB9WErD0YBASo2M9GSyMlLYVbGTcdMnEIpFEWYTAwMDZGR5CfgDhPxBavfWYLXZSElLIT09jZTkVN5/cxVVe2pxJtmJRWK0tXXg9ngA6OzopfFgG4UlI+mKRtm2dQ+TLGYsFht7WwZZv7eFvDI3JWMKOXjwIB3tfYyfWM5X77mRUaX5WMwqwZwID/7i38jJSsYSTxXSpWTj+u2EQ2FS05yopsPX1O5wEPAHTjvW16nTsED1ZyiXHMYzZzyRcilQJ6XsBBBCvAzMIQ4MHpcqpw0YHIYlwMmj83+Oh1P8edHhpQMC1SS47dYbeeCBR2hM9pKcm0l/t4/qfQdwuaxEtCBehwuTYicY1Ghv66GpoZWUFC8ZyRm0NDWzYMwCTMJCQ00Lm9dXMHZsEZs3bCMlLZWBvm7mzp9OdW0zdlcqTZ1Bmnr2MmPpIlAkVbv309fn58qrL+HGmy8mNcWNGi9RdrtsjCsrYGjLSGhqamXPnkomTxlHS2sjiqIetsx2u4VIREPXJGc8rPWZKeE6PnrjH8bccbUrES2TfD71LAeBWUIIB4YatgTYAvgxAMF/xtHA4H8VQjyEYeB/JmDwBB2KsRxyISci6/8M1/EnUYJ5U9Md3PXVa/npg79n0px5tDZ3YDaZ6WjvQ4tEEURQrVHsTgcFpdnYbHYikQi+Xh8mq0p3Zyd6RBDoG+SdV97jvVd0TDaVMWPG0NXVypgx5VRWNrD6/fUIm505C2bQ29PHzopduD0OvvPVG1mwcBJ2h2rk4yYA+UikCylIqROKamzYvIPlK5ZTW7cPl9ttzGHYsWu3WwGBpuuY/xmLelw6xAKfKvgOOc6G/j0ROhWbZaMQ4m/ANiAGVGCoTi7gBSHElzEY6qr49XviHrO98es/EzD4sPsaf4h4kokARZUoyolnj55pGi5hVEVlVFkOd95xDb986CmKS8vJys9i7OSJuJMcOJwOVKsZ1ayiKBza0DFJXXU91ZXV1Fc2YDabsDkdZGVkI6VGe3s7wXCQvzzzLCbVwqgxJWTlpLNvXxVNDU3MmzeBS69cTllpQVzNMkozpZToSGKRKGaLseV1KTnY0kFRURkZGelUVu4iNz/7qFiI1WrD4bAeglA6zZRAZ0ls/JNSrT+h3cTQy0M/hqXon+BHn1KcRUr5Q+CHRzwdxpAyx7r+J8BPTvZ+xqk4FLePf6huMMoZzDg+WUp8SQoqk6eN5os3XMATf36VRRcsx+H1EJPxlt4YNfJSGhmxuq4jhSSvOBdPajLhcJTzL1tBY10D+3dU0tnTRZLXQ2FOAaqigCLp8/Wzb99+8rIzuPPO65g6tYysrFTMpkMlwVJCKBSlvaud1CQvZrMZiWQwEKappZPy0lIUBSwWGynJRwIOSkwmMylp3jMQUDx0D1030lJU9bPe48QCkkPqVwIVQxiAFSeiip1VEfyEF+Yw92AiqfFf0jtziFRVZfHSaXR1dfLaG2+z+OILsLnscUyxBEi3MTdNM+yCwOAgVdsrGZGfQ96IVDJznMyYPR5fdz+1Bxroau1m6+bN2F1WJkwczxWXLWPc+BJGFObgdtmRukTTdVRFQdM0unsH2b2rktGjC3G7XSAkmpQ0NHfQ0tDC9IljQAhCoRDd3d3kZeccNYf0tDQDLPAk4YqORcNtis7GDkL+MCPG5J/UZ4tPGNIhjWRY8FJ8tjjLvzyzJNLwD3suzjBCSogjvv9rujINEkJgUlXsNjvXXnsRHe19/OOlN5h/7jmkZWUYlZ5SMaox/SGa65s5WFuLx2qivamLpV+6jpE5eYQjfvr6+7GoXkzCzK6tO3AnKZSOzuXSy5eQl5tLWprRmSwW1dCEQEQl4UiI5uY29lfVMGPmeHKzMuILKxn0R6ira0OVYDaZiWoaXV0dOF3WI2eBogiCoQC19fWMHV3KqWCJHUm61NHCOg27GkjPzOCzG6BGPcuJeOqkiAOrf0av3r88s5wInc468TNFQgjMZjMmk4mv3XMDDsfLvPH6O8xdtoSM/GyiwTC1+w6wb/dOUtxOrrv6PAoK8vj1b55i1OgRqIpORkoqGSmpdHf38dZLTxCO9JOe6WDMmDLKyopRTSbCmoRYDKFJQsEgfQN+ausbiYaDLDt3Ft5kh5FoL3WkDi0dPTQ2tTK+NJfEiWuzWmloaCA6K4rZbD5s22ZlZrGjYi9jR49CnnwJCTBcokj0CDRub8TXMIDH7iXRFQA4gQrNYRb7CcRZTpbOXmYRoMeNQSHiNos4UY/5509D0lAIPB4nX7nrC3iSnLz22kek1aWT7PVQVpTNtZfPZ8y4IiLhGA8++AcWnHcOVpdlSGWwWBTS01IIBQNk5qSg6xEmT54BwkwsJhkMDxL4/9h77zi5juvO91t17+04Oc9gZjAJgwwSBMBMgkHMFCWaorJJBe/TeqVny7bkNXftdZQtPVtPstcr7VOkIkVLtihKJEUxAswkchoM8gRgcuic7q16f9zunh5gBphBht47n09PuN1dt6punaoTfyceJxJOkogm6TnUR8OCKm658waKAhaODbmFFU4mGZuIEIvGaWptwXE0CsXylav45VO/oK//KG1tLXmx13HSLF+xhB/96HEc5WAYEk4zw1FrF/vZTjjER6P07ell9NA4pi0JD4yTiacxigwMPb+irkKDW8c5l9cyNf8wXafJO7V/WzMlp5HQ5AArLmIpLE+FVjKvz8PHPvZu7r//FkKhJKXlJRQFvZimBBQ/+OGvKCqtYuVlK8hpolorHKWZnIwyGQoRKJLU1TXR2NiIchS243C0f5B0OkMipRjsG2T50g5Wr+7E9AhSjkIABhIpBaNjETIZzcLmJgKBILbj4AjFggWNVFRUsn3HDlpampFSuuB8aZv6+mrGxyaJxRKUlBSd0XxkYml2b9hFtDeKTrtFlrSA+ESCoa5jNK5uBnPuTkN3bkFrMQ9NZO5tX/zyy0lJIoSbUny6zDKFgF+IhK/PaUymyMrMUlqUV5TQ0lJHeVkAKwsMEQmnee21raxetxZhGAgpMYQEB5y0Yue2PSTiMRLJMDfdfD2G4Vq6bFuhtUEikSYdi3HN1atYsaLV9cRrgVYSx5HYNjiO+3mlNDV1tYyMT5BxbJSjkIbJsmUrOHToCKHJMFpDPJ7AcTSBoJ+SkhIGjg1zppPkCXhYuKIFJRVa2FNhkI6kd+thRg8Pu+Dq877P/58pOQvllPvTF8EUAu1oVNpxay8w/1yHeZPIGSaMAgOFcEP9EykCpeX4/H4Ki2ULDU5a8/rGN0kmo5SWlNLR0Y7WAoEknUrjZNLUVldx3TVX0NzUgGmaedB97Qi049Y7ytiaYNCPxiGWSDA8PkkkkUDZLsRra2s7WsPBg4fRGsbGxjBNEykl7e0L6e4+yJmIvDnDTUlDGeWN5e7T0wKhJMpQaFPSe7Cf2GRs3i2fKyHjomeWuSzZMzcdK6LjUba+tJ10PMMZZg2cIWkmJiYpq63GQSEFGEIiRRa4YniM3bv2YDspVq68DI/pyeMYez0elnS00t7SiM/vRebM6pq8/yKX468UBPwBpJAcPTbA+ESUweExVxRzFMXFRTQ3N9G9bx+ZTJqjRwewLNeJuWz5Ynbt3IM6A9+kxvUpYQpq2mpdnUxoVJFD89ULueK967j8ltUUlQXn167OhdjOwSo2zz5f9Mxycsoe2+LMdhOBwDAksaNx+ruOopxsEdPzHjCoSSVT/PTff0N5ZS1auvI3GrQSROMJfvLYv5FIRqioquW6625CSg9SGEgpCfj9+L0+TAlaZEXUbNk4HLctpQQZpVGORiiJZVp4PSa7t3cxMR4lFIvjKNdgsmRJJyMjY/QfHSCVyuRxDlpamjl27CjpVPr0hypAo7CEoKSyGGlJlM+h89pOWte0EqgIYHjcU3fOTYqc+fjkXJz3X89z0VwyCv7MC3cqHuj0/SyuCKfRCFvQv6Uff8BD7eIGpCmnQy+dAyuCG37h3kM58MTPX2I0nGFBaQXRRJregVFMYRAaGeetV19l57YteINB1l19I2OTUTKOoKK8hKKgD2m4Jfik1Igs2g3ZnVYjUFknpQZsRzEyPkIsFqWoKEj33gO0LGwj6A9REgjiKEFTUxM+n4e33tzG4sVt+T6XlRdjGBajo+M0NtXPCJE6J8pKz6bHAx6DqqZKahc3gJzaBM8NnZ5OeskwC8w0edrNkhTO3BISZiR3IcUnkzgZG2zYv/EgkwMRGpbUE6woQnglhiyo5ns2H6LOAgw5Du+8uZNnnn+Hm+++DwNBZDxKdHKM/bsOsHP7NjQ2/kCQ1WvX0NTYhNfroayilEBxEaYlMYRGCIk03T5K6apgWrvxX7bWKK1QaCZCYQ72HSNj2ygNJcEytryxmZLqG4gmEgR9xfiDAdraW3n21y+zfv3V+S57vJLW1ma69hyksakGdNZ8PM9pyaIaow0H5VM0L1uIYZ5J0SS31amgltz1KY89MJW/8tvmlMzH8TAV7jLt/fy8zG/gunB3sTWjB0fAUW4UblozvGeIoQODWKUBfBUWratbqagpP2mb86X8qaUVBw718cQzr3PHfe/GX1RMPBwiYAoq6xs4uLObpqZKbJXmuutv4K733o1pGijbxuvxYJgiyxwimwinMU2RddAJlCNQjspL8tFYlMNHekil0iAF8WiSdCJEMpVmYmSCobIiqkqLEEBDfTOG4aWsLFsmUIDQJitXrWDrlp3cetu15IqszYdXcoKzRpNKpwjUeglWBdz3zmAzyulkJzf4iOw4cjLF3OiS0Fnmhis1/wlWuHFZ4cEJRo6MIgozLbWGNKRGUvhMH8Vlp8YiPl1y7AzPPL2RhuZWKmor8Ac8lFRWkpYGW7r2sm1PFyNjE2hpctnqNSSSKdKZjBupbLqo8QgXNdMwtItwKXKsodDkyncLMpkMfX0DpNJJTHM3jsqw9c3NvPue6/n4Jx+ga/tuJkMxIrEo8WSayVCKlpZWvF43vVhkd++OjlZ6enrJpM/cGFJcWsxl11yOcVYwj+HUG2fOPDi/qONLgllOBZBWWD9y7o267cZGEux5tRs7aUN2URVG43mKBW2Xt2JZxjlDvBwcGOPtt3bT2OTWlrcdjaOgqLSMJStWsvbKa0imFYlkhudfeIk9Ow8yMhQiHkviOO5pK4VESJk9Xab66GiNo104ncOHe3j26a+Sif8tFYHfocL3KVLRV8BJctttN3LF2pU4dpp0ymFoLMTwWIQ9ew+htFsX0502V9Goqi7HcTKMj4+f0diFEBiWiS/oz6OKni5NndQn3mN6u671tFAsmwtd9GJYIZ0gghX8zkti85jr6GSUrrf3korEEdL1Rwg0+URMoSlvLMVb5jsnIQK5EJj9+4+AMvBbXkZGxikuq8LRNhqwvB4WdrSyZ/dmSkqLWbnqciprKikqDuAL+JGG65CV5tTYtYKcESztKEaHNrJvz//Csl6ksz08rQ/Sfpp3vevvCATdPJWg3yIRTTI2HiS9CpgAACAASURBVCMWdzh06Ag+j004EqaqsjLXc/x+D03NjXR376e+oSZ//cLQFHcolROsTtKX43jqt7K09/Gni8RVuqWQyNN4UMGgn8vWr2Tde65i6c2dVLSVgykRWiKUK9dW1Fcgz3GuzJVXraajvY43Xt7ASF8fg33HXH1DuA+/LBtJPDwyyJ6ubiZiUcKxGBnHwZX+XVOvAtwarYJ4ymZ4NMrmTd30HPgdykqfIBgIn3Dv2uptvP32W2gNhiFoWlDH6OAIyXSGUCQBKoMUioGBXOlzdy6kNFm5chk7tneds2Sw+ZGeypjVJzf751bKVInvudElxSwz0ZnUDJGWibfER1F1kLqltSy/fRmL1i9CBN2jRUiBv7QIXRDUei4oEPSy7url7N61h/179vKrx/+dkaODCNtBK4VleVi4cCFaKw4fPkwskWJgeIye3j7i8bhrErbdWqyRRJr+gRF27D7Az3/6G77xzz9gdPT6E+6pNfT0VNHTcxMf+MDt+UJQnZ3t9PcPojXEolGWr1hMfUM1mzZtJpVKAVPT3bm4nQMHeshk7BnH9bGPfQwhBEeOHDkX0zYzZcWC2UKWRMFrvnRJiGGzybFaFIpf8x9+vlJY1k9geKB+cS0Izf4N3YDEsHJm0XMU0SwALZgYD9PY2MDylUvxew/x8x89RueyJSxs76SotJjxsWGcZJq6ykoEDraCiUgM1dtPY10dSjnEojEmJkL09w7w5sZNHD7Yx8oVy9i9y6ap6RkyGZPbb3cX9u03f5i6uia+9s2/IBAI5GaEtrZmvvG12/nKP4b5x3/5Pjdefw2CBL/+1S85fKCHJcs68ztyfV0diUSEyYkINbXH57+cb8o6JMkmpok57G85cUzMTRS7JJhlNsdgPsRazt+DPxMDai0QhqZuUQ2Tg+MMdQ+RSaeBIOfsaMmKDKFwhNLSUrw+k+Ur26lprKDnwAAvPvVrYhNREukoHq+BxwwSmYjg9XmxbZvhvjG6tu5nbHSMocFBBnsHGRmZAO0GVW7fsYt0OsH42H0cG2wEvgZAPObh6msuw+ez8vOhNdTUVuY99cGiIiyfRV11FdU1Nby16R1aF7Xg9biWsUDQS11dLYcP91FTW5VfpOdfd8k6lvMuhvn1Ya7b4CXBLCelnFJ7thoTAmEJWla1MXZ0nPhEjPLGMs5mVuCJdxWEJ5Ps7e6h/+hwlpEdtNLU1lTQF02wfPla4qkI3Xu72LJ1ExnbJhFPYGdsPB6L4tISSkqKKS4rxvR6wRCER8M4tsLnLeJo/wKSqWT+nol4CtuxTziQPR5JIOAnHJ5AS83A6DgVZcVcsWYNzzz7DEeP9tHW2g64Vsilyxaze9derrzq8gvEKMeTBi2m/G8nWRg5D8tc81lOuQKEEN8RQgwLIXYVXKsQQjwnhNif/V1e8N4jQogDQohuIcQdBdfXCCF2Zt/7FzEPG+FJa3jkzeVnzi75+yDwl/pZsHwBCSeVe/eM25+NtNKkUjaZjGJv1yG69hzgaO8wE2NRwuEIpRWljIwM09PTQ8eidhYtXkRjUyMLW5tZtLSDjiVtVFaXoXBIZWyQJsp2S3zHY0lisThDQ8NEI1MRvGXVZSSTdjZiuXASNB6Pu4fGo0lSKZtQOEJTUzN9PX184uOfZPHixRQVFVFSUsrf/d3/4Mc//kFWb5nbM9i+fTsLFiygpKSE5557DoCbbrppVnH70UcfRQjBo48+esq2lVZo5gCHVEBz1WHmsl0+Ctx53LU/wwX/XgS8kP2f48C/7wS+JkS+YOLXcSFZF2Vfx7c5K82pEM1ZlpKEKWhd1Ur7yg44HT/OPCidsTl2bJjyinIqKiqoq6snGkvS23eUoWOjJONpUqkMlsfLzp272Nd9gKHBYSYmI0xOxhgbixIOJYlGUoQnoowMjHC0bwBHa0ory6htqKF2QS3+Yn/+nqbP5K23txMKxaf5sKWYwow+2juAchySqRSmZfGbZ59m7969XHbZZXzmM5/hox/9KOlMihdf/jUPPfyQ28ApnsMLL7zAjTfeiNaajRs3ctttt53VuSwU0mdaMrrgNd/t75RimNZ6oxCi5bjL7wFuyv79PeBl4L9SAP4NHBZCHACuFEIcAUq01m8ACCG+jwsY/sx8Ojs7xu7Z5ZQcYJ+Q57gCcvZpTo6HGRsJE09O0NBQi9Yay1NHMpkkEk4wNj5JJp0m6PcT1xkyjuPW0fSYmJaFthV2KgPCzZ+XQuL3+qmqqwTpIASYlsRXXJq/d3f3Gwit+NznPk9TU10eFFBrzeTkJADDA8dwbE3GUSgEP3jsp7zz5uusvXIdN1x7LUJohocnufWWd/Fvjz/OH/3hH3D11dfMOt4f/vCHfOITn6Cjo4NnnnmGhQsXnoM5zf2YXY/NKfTzRdE/XZ1lvuDfmezfx1+fkaYDg9edujfnO5L+LNOxgUGGh8ZYsLCFhsZaxsfHsR0bjRfD46WkogTDNAmHQi6DKdePLizDzWWxJCVlxRiGeyo4jmJ0eIRYNEZxmZ+iYj+BoBdV4A85cmgTAIcPb5m1X+UlAUITUaoqilFKsGTpMkLjY+zevYd1V6xxjQMCHnzwY/z1X2/l2d/8hquuvmbGRfqlL32JRx55hOuuu44nn3yS8vKzG2eXI114omR1luPhW0+XzraCP9u2P6/joBAYvOkkwOD5cSsXqO5C6pbHR7bOh/r7B0lk0ixa2k5RiRfTb+IvijA2FiISjoHQ+P0+ACZGR7H8HjQawzCwpJWFWRVo4ZY6N6SguqGMsaExhHSQhkZIB9OYetzX3vBJautq8Ygk3/r231BUFMyPo7W1lZ6eHlYs7qDn0CGqa4uYjIRB2fzql7/kl08+wZ/+8WeJx+PTxtHb2zfj+P7oj/6IJ554ggceeIAf/vCH+Hy+ec/RXElr4WZc6rzL5ThwxtOn02WW+YJ/92f/Pv76vOj4hZhT7C8kqnthKJ6bvz6l35yUcQq6PDYaoq21jZKSAAoHj8eiotJFjIzHEjiOzfjEOE2NzQwdG8D0W9N3zOzfAjdV2TANfJaBrKlgYjJEJKyIx6PTYuhs2yGTyRCJRBgeHKeoI3hCn5cu7+CdnzxDJrWCvfsP8Nn/9BC9vT20t3dwzTXX0rl4EdFYgqHhMX72+A8JhSIzDnXjxo0A3HvvveeUUSB7sqgTA15OZJj5r5nT1VyfxAX9hhPBvz8ohPAKIVrJgn9nRbaIEOLqrBXsoYLvzJlmYgp9wh/nmbKeYjudZseGHQweHsSZB/Om0xl27dpLe0cLGsfNN1Eu+LZhWVgeHwgD5QjikQSW4cFO22ilXYk7m/WI0ihHkU7aWIZJaVkJgVI/pWVB7HSa8ZFJxsdDBfdNEY/HMU3PtOuFVFNXhUcKIpNxfv7Tn9Lb28OffP4RHv/3J3j44U/wyJ//JZ/41O+zfr1r9AyHozO288QTT9DR0cEnP/lJvvnNb874mRwj2/aJ0QA5HWoupDQ4+RLk02lqI9CnDImZiU55sgghHsNV5quEEP242MZfZP7g37+Pa1nz4yr2c1bup5dyKLx+MjXu/JFGI4UkHUlxeNNhKqsrMYrmhjNvSInf5yMSi1PiBInFUyTiKZLJFOm0g+NI0CamKRgcGMLn9RFNRZA+CUrg2IpkIkkqmSSZTGFZFkGvDykNgkVBDEMgLYnH5yManTIdK8chmUzi8fnx+/wz9s3ywKJFbfT39zNw1BWxlq5aQzSRoqd/gD179jM8EuHll17ITsTMi6+pqYmNGzdy66238qlPfYp0Os2nP/3paZ/J6TB9fX20trZOe2/Tpk1zmkudS27Tc7B1nUbMyylPFq31h7TW9VprS2vdqLX+ttZ6TGt9q9Z6Ufb3eMHnv6C1btdaL9ZaP1NwfZPWekX2vc/o05CdThRrRD7gcK5h1ueGBAiJ1/KSHEpwtKsfpZxs5PDJh2kYBldetZp4PI6QBn6/hT/gRQhJJJwkHku5crhwxSvTsLBTLhZyLJwgPBElEU8gDcmCpnqWrVlCdVM1CNebbnktSspKqKgupW5BZf6+lscknUmRsRVHjw2itXNCPJU0DNasXcGRw4epqnYrsL315uuMT0bp2n2If/vxk/zkxz/hmad+CrjVmtPpTDawcvq46+vr2bBhAytXruQzn/kMX/7yl6e9f+WVbsXE40+eF154gccee2xeTwMtsgf+bHPvcsp8N9pLIpBydj+L+3DVhWQUkU031gJHuSiLvVt7GD40jHJOctSLKRP1qlWdOE4aR2mkNAj4g9TVVdLaXk9ZmZ9waIKR4RGikShjo6M4KUUmbaMAYUksv4k36CFQ4scyNUolcRwbpRRot96mYcgsgqRLpsfEUQ5IzebNO93P5j0QuS4arFqxmHQ8wTXX3kxRcQnf/vpX+av/9nk2bXqdF1/8BT97/Ousv/kWABLxBIcP9TGbTFxdXc1LL73E2rVr+dznPscXvjBVUOHjH/84lZWV/MM//AP33HMPn//853nPe97DXXfdxf333z/nx6EVBbCysxqPyWETzIcuemZxYyRnGXRewdWzigDnixzHIRVOIAGVEOx/eR8D2/pQcTdsZQrI70TGr6uvoqwsCFoipZlN4rIIBgK0dTSxeEk7dXW1+AN+DI+JlppEIom0BJbXQJoC27EZHBji8IE+xkfGSKdSLhp/FqFfSolpTkndUgocR2OrNLt27SeVTDPTIvd6LbympGv3Af7mi//CmiuvoefQPnbufJN4MsJ/+x9/wxe/9CUAKisreP65V3Cc2Y0uFRUVvPDCC1x77bX8+Z//OX/xF38BQE1NDRs2bOCuu+5i48aNfP3rXycUCvHcc89x7733nmL2C/JZ8mnFJz83NPNfM5dEbNiszkipAYWh53+knjXKmieTkRSZcMbNhUGjYnDgjYMMHBiiprOeioYKAkGfC+/jEdPG5PV6qKgsxrYdPJYfITWOdtzQGykorywlGotiqxSGV2AmBZFwimgkisfrweMzqa2rweOxUMoG4S4aHKcgVEhiGBbvf+gRkuk048MTaK1IptIMDoUZHQvT5A+AgCNHjuQXu3Icrr3uSrr299HU3MKf/Nnf4gv4kFIS9HtZ3N5CMOAhEo9zoKuXv/nLf2JJ52Kuuf5yvvvd7/Loo9/l+B2+pKSE11577YSpXL58OU8//fQJ19evX8/HPvaxUzwIhc6ibip1aj6Yr0MSLoGTJUezizOnn89yJjR1QmhwYPzwMCqtEFnlSSqJdAziQ3EOvXqQLT/fwls/f4tdr+/CPi7/Q0hJVU0RqVQqfwIUngKWZVFRWYGUU9BMXr9AaoWhNMlYlFg8hCaDNMA0RRYSyUU6yTGMlBJDGpimicfjcUtT2Bni8TSHDroKfN6fl2MyKQiFQlRUlJNMpti8aRfKcUWYWDLFvsM9jI6HyWQcykqL0Ikk3/zq93j6yRezItH5PPFdPOg5nRjiJBLLLHTJMMuMpHOwNxeKFBqHdCzJsX0Dbt5mNjFCySlvuaFApBSkoam9EdM6/kDX1NfVEI+Epxa1YWTLPUiE0PiDHvxBC6E1jnZBwL0+xWd+/32Y2iYaimJncYELmcPNa596GYaBZWSZRRooJVFoduzsnnGn1RpGx8fxFwUR2mD7pl2EwnGUEDjaIRQO8+Yrb/CNv/8yX/jDP8GJh1i6vJVXX9xAJp2Z9+59ZuRWUFPHBdbOqPNOV8/mRJc2s1xgs7FGo5PQs7WH1HjajXbNdSuXV6bdf5ShaVy1gNKGMvd6wa4mhKK5uYFkMuZavQxj2iuXJ+L1+VBK4TgOtm3T0l7Pu99zA3fccRXxUJxM0j4B9MEFsJDTXqZh4PF4MI1cSW+HPbsPYtvTkVrcqmSa8fFJfH4/aEFQmnTv6IKMYHBfHy88+hNe+c6jVEwOcc+qDso8kExOsnzloiwG2Pl9Rnnn7Clum4MenA9dEjoLzHRkTtnSFUyl/p7HZ6MczUD3IEf3DCCVBFGADpMloSVKaLxFFnUddbOUMxE01NfkccvIMZ0USNNA2hKV0VgeE4WbagxQVlaBN+jloYffx8svbycejlNU7GYs5k4WmPqtdU5MAZ/Pg9dnopSDbSt6egeJx5KUlk0vI6GUoqKsmBefeY6muhqaK30M7trJk/v3YQ/3c/2KhVx3883UlgcJpTS/+M3LLKgq4UMPvf88M4twLVw6W5NTixmXgyB7+GuRre8zd7roT5a8z3Umh2Qu8es8HzBaaxzb4cjOw+zbtNdFnpcOM53tWmiUUJTVl+EpsvI6zXSSlJYWYZk5s6fMY/y6eoP7v2mZGKaBNFxs40QigUbT3NLAgx+4jdDk2AlZpVIYoA0EBlIYGNJtw+O1KCoKIA0XE3lkdJLhobETemaY8J//80exVJIyFFUBi6uXtXPDsnr+7I8/wIMffTdGeQlRO400Deoaa3n/J3+XYFnxFIDE+SJBdkM4fq0U5ELpXMTx/OmiZ5bZeX/6cM/rQ8E9xktrK1hy/VJarlhIeVMZIiDRuRgkrdFC4wiFMhzKGsrQps76UU/sq9drUVFVhG1n8syQexmGiWEYOLbtBgkK13diSolAIiU88OAd1FQXEw1HXfFC5AI7DYQwMAwrrwuZpgfL8uIPBNwyEsIgnVIcONDjjk3rvKKsNYyNhSirqGDpusvZ0TvJS5v3sWj5CjrXXE7G8tLdN0TKW8aP/uPX3PrhD1BZV3sBrJPZEBalyDkcCzfaQgY6DXUFuASYJUfTcu9ztnRd+P/5heMxTZOq+koaFi+g9ZoWVt29ijXvWUvd8jqEVaCPoBCGIFAZRIrZpF6FEILmpjqS8Qgej5WFYZW4BZskhrSw0wopTCQSyzTdHVK5R2xNdQUf/uC7GRscIZFIZV1Prr4kpVslwK2vYmBID5bpwx8IuvCvBpimj317D+cNSUrZHDzQy1f+6Tv87GdPs3L1SsbjUYyiAGnh5YmnXmF4MERlXS33vP9B9g6M0Hb1ddz03vsxTjBgnB/SFLjc8nrjzGwxXxEMLiFmmZEKMKLOp4Xy+DRnIQ2k1yBQHWTRDR10XN+B9JlIDYYGwzTwBnz5707TaXIPVCja2hYyPjyCJd2TRGYRJnPilHIEWgksy4OURsFuKRBCc/c962leUMvkcJRkPI3AzDNdznBgmmb+t8frJRAIIITAsrzs39eHclwlf8eOA3zjmz+mqqaOpUs7KC41MC2b+oYKhHQYGgzx8/94Hsex6TnUz6uvb+a6u+9BWmZ2GZ5/44vW+rg6NDOcIWLqynyXzCXJLO5CdYfqYuBf0HiX/JEvBBgek4blDSy8shllgi3cU8AwjZOIigYCi9bWRibHJxHSk13k7stFWxGARGmBL+gGPmrH1YncuxuUlAR46OH7iYYmiYQTJJOpaYydY5q8OObx4AsWYUoL07Lo7RskFk+gcdi1ay933HEnhmnz+huvcmD/YSYmx/B4IaMzxGzoHQqzY8cRfvTDn/O7v/8Zmtrb8vkjF+SRaO1WcNOCU8kZpyO2X5LMAlPhCgLhghRcoHCXnKFh2kljSOqXNlDeUpH3pufCTmZoIf+9muoKEGls28n7Rdx7uN5mpTWmaWGYZt6sO9UPd4HecNPlLFvRQjSSIByKk0qmC3QfI1/qzjUhm/j9fizLQkrBxHiIsZEQaBgZHmbr1q3s299NOmWzY/s+hoZGSaZi2AiGxiY5cKifr379B6y55WZWXr0OsrFnpxHQe0ZUOK25yOP8nJzFnlwSpuOZUV1kwTGa23kvPOWSjEyvoPWKFsaHJ7DTGTLJDL6S2YHohBD4Az4qKoqIx0IESoLYtsCQEoVAakgl0lRWlzMRHs8q9sfvdYKA38cnPn4/n/vcP5PxlRAKhfB6LAy/dHPPhUDinjBKgNdjYVkGmWSSVMaht/core0NGKbFnu370MLNUYlF44QnY3h9bkjN+luv5v77b0YYmhUrl0EOu+2CPQaNRqKUQGh1StC809lcL9mTZZrolfcEXkwkKa4upq6jDltlSMYSwMkfkmEIFrY0MDI8nNdZkO4iV2gy6QwVlRUoVRgrV+jcdP9ft3YFV63rJBGNkEk6hCYjKMf9gMh79UU+tMbn84JWGIbFwQN9gGDp0k6Gh0exLD+GaVBZVcpkKEw6JUglM3z0oXtZc9VK1ly5Gq9/yrdz4URigVZu1YC5Gnt+68JdZh2OcDs/zSB4EfGLEBJhSpqWNmL6JaGJE0G5T/ySZvGSdoYGjk154g0JhkE6ZRMIBLDMbJ0UIXAxV6bnoAgBHq/Bww+/F52Jox1BKqWIRBLkwOemmMX13ZiWF4XAY/nZv68XrRRXX3UFbW3NpJNgmRaNTXXU1y1g4NgYH/jQ3XR0LsxWWdbZ1zmayDmTm9Tk6izZS3p2Mex08vIvemaZMYslK6+Lws9c2Aj9aVSov/jLgrRd3oavxDuHhyNobWsiMjmOVm5YvZACwzBJxFMsaFyAo5R74giBMHK7+dT33UcqWb5yEdddv4JY1K1jH4slicfd0y13okiJ66/xeECamKaHvt4B0mmboiI//+XTD+HYiqJALSXFlYyOjvGu267hoYcewPJ4cCHhJFOl6S4cZUFvsnqcQOf1lbO3xC8JnWU65Rx7hYpd1rB+nsNd5kLShKZVrS4I+Sm3X0FdfQUIRSqVRhhZCxYKj8dDdXUV/UePYkjDLbMh5azD9ngkH3no3bz65hexbRtpCiKRGMGgH0yXYQwMMMHr9WJ5TIQSDA2NEQ7HqKoupWNRE1/6p0fYsX0vpiW4484bWLlyGV7v3FKmzzdppXGcbFrxOdBZLk1myTKMFrmqLNnqPRcbCTeQUsyj+m5xMEh1VRkTExOU11SBNtCkKSsvxuMxAAeBiRAWhmFldYSZ2MWgc3Eb629YwetvHsHyVWInNeHxJBVVrufeMjwIbVNU6sfjl6RjGRKJFMPDY1Rn62fW1lZx2+0nlqw43xETcyWt5Jx9bmddZxEzYx3/oxBirxBihxDi50KIsoL3zjrW8Ym7QDZidC7ozxeQREEuyVyHKw1JR2cjQ0ODrjKe/a4/4MORNsKaYj5DTtfa8vfN3srjkXzkI/eg7Rg64zrp4vEE0UgCrdzSeoZhEAgECAaDbrvaoq93kMJQ/5leFyPlIrLPlYf6dLGOnwNWaK1XAfuARwDEOcI6nk6uA47CYqluMu9FJ4KdDgkBSxa3MXpsEOGYU7W5TUkqk3EdnPlQGJj5VMmFqEsWdbax/sYriIfcXBmlFImETSbjQN5BKSkqLSJYEsTwerMxYpfaZLqFZh3HyaK7uHT8Rjsn3OxZaC7oLhuB8eOu/UZrnUv3e5MpAL081rHW+jCQwzquJ4t1nEV1yWEdnwbl/eVTO8i5Ls11HkmjaWlrJBIJoWwHoV39wnEcMrbt5rhkowGSyTRq1mFnTx/L5EMfuRvHieFk04xt28a2s4AWAFIQDAQwTQOP1+DQwSOo2Ru+aElrNQ2i1iV3rZyN0/BsCPqfYAoDbAFQiOGZwzRewDyxjoUQm4QQm2IxF2BtajfQuIGHBak7l9omeBISSOobqjAtQSweywYHugB6KI2QAmkIDNMkNBlzSz3MMv6c36N9USO33bGWaHgChEA5ikwmA1kgC0NKfAEL05J4LJPe3gHSqRyAxcXLNFq7Cr1bTVNk54lpm+dJ7Sq5cP2pIO2T0hkxixDiv+OC6f0od2nmLs16fUbSWn9Da71Wa702GCw7/l1yNd4vUtH5tCkXnhEMBmhcUMHE2Fg2TF5PC6c1LAMhJdFwnHRq5nqOhW0ahsn7338Xho6jHRtDClQ2KzKng5imJBgI4PF4GR2OMDI8MXMg4kVAOVEqGU/yH489zXD/eB7J0kWWEXNb/UyF5sxlKZ02swghHgbuBT5SAJh3zrCOjz9GL1Rk6/kgKQVLF7cwMjCAdqZiynQW6dowXNNxMpkkmUieojV37hYuXMCNN6wmGY1gmia247i7stYurpg0CRYFsCyLZFLT1XUQTgMu6GxQLuUiBx+ltAv8nr+OC3v7xsvb+NXj7/C3j3ybx773G7xeE683q7/O0O1puspp+LBPi1mEEHfi1mO5T2tdCKV+zrCOZ8qUPPFD82nx4qTcprB4STsjQwP5kPncezpnCTMNbFuRTmXm1KYw4L0P3EE6EUYrF8tMZR2cUhgYwoM/4MPr8+AJ+Nmz51CWUS6MST4SjrO36wC2baNx0NpBoVBKYWcyhCZCvPLKZjw+PwFPDW++vINIJEZVtQdJZhojFCr1WutzlykpXKzjN4DFQoh+4eIb/ytQDDwnhNgmhPjf2Y7sBnJYx7/mRKzjb+Eq/QeZZyGjGftW+Pu3TCZb2NJEMhkik7GnxLDs7uoq6hKl9YxA2jORQNDeUc+adZ2Mj4/lo3NzYBhSCqQhCQQC+P1+DuzrxVFnH5slp4Od+CKfmwQwNjLO1778I97auIvRYyH27+klFk2yfUs3//OL32f4WIjP/teP0b64FmybdExw9MggZRVBTGvmIlSF8LSF0R9zFTbnUvnrQzNc/vZJPv8F4AszXN8ErJhDn2akE60ZBcMVrtL/20Q1teXU1dUTi8UJFPuzIfoKHBtl2yA0Slik7Fwtx1NtFhrTkLzvwdt544+/QqaiFifrlzBNiTRc8c7yWVg+i6NHB4jHUxQXS2ZB2ZgXFUoGCg1KYacVwrCxLF+2h+5Px8lgeSxKAlV8+6tP4C+R4BH8lz/+IE0L6zC8Xh577En+9JHfQ6I4drQP6TM4dOAIrUtb8AcNEskkLvbAcabj4/Kf5rMZXIIefJcKlU8pf7tOFQCv12TNuiXsOzyKv8hV94RwSzLobNSxlNJdFHMgN3DQYOmydlYuW0jvwBgV1YG8TiCEK9oZpoEhJZOjYcbHQhQXB+bc55mAIqYxicrlmWg2v7GLXz25gUCRjw9+5F6a2xrQWpPJOPR0D/KN//VvCMBfV6CEYAAAIABJREFU7KGsrIhPffYBGlqqEULywAduZ3R0nK1buuju6qGkNMg9H7qO629dicdjsmRxDW+/1YM96/7psozbmTkP72KMEZkb5cJcNHNEILzEyDDgqitXMTk+hECi3eJepJMZHJ1LoXWYnIjM0cnmOioty+Q997+L8dEpfchdwwZe04PETQlIpG36+48xf+ic4wWbrPioHLa9vYsXnn0FO+0wMRaic1E7g/0hfvK9pxk5Ns5zT73GP//99/j6Vx7HlF4++/mH+Z0P3srIyBjxWAItBdve7OKrf/9Njhzqobg4SGlZGVoKnv3lBv6vv/oO3/3Xx2lqCrDq8qZsF1yOyc2Rm0h3ekbxS5ZZyGco4kbgXqhU1nNEQsCChmqSiQhOTi/RkEqmmfIlCkaGT4QvOkmrAKxeu4zqmiDxWMzd7fNzaJJOuSiS0jQ5eHDmsnezk8axMySihaedQOMwNhLmse8/SSrpMDYa5pUNW7j59jXce99N7Ovq49WXN7H17W4OdB2lrrYOy6d4+eU32PjyJjweL2+/sYN00ub1V9/m+pvWcMdd61m+qpOiCoO117fx8KfeS9uiJpLpNBnbrZ4mBKBPFCFz6U+a6XrTqeiSFMN01t+QDU9EItyo3vk1kkcDEZDPZb8Y4p6EAK0lJaUBfF6DeDSGp9iLbTuk0xnQCq1skIKhLLPMCp4+AxUX+7jl1it57sVtVFZXonQGiYl2DMbHJhBCYnl8HNjXh+M4GFngP8GpN6TBo6P87MdP83uf/gjBEj/gnoDPP/MamYQHO6EQApLJDN/6119QWV0JjqS6uoLb7r6ab/zzv/PO63u47/3Xcuud19Dccpjtm/Zx+GAflrT4vc98CI/PgzRMlKO5+73rqa+vZMHCOlat6ySdhr27htjydj9aS8AhH5qdn19xooVsDnN36Z4suLnt2UixeZ+pOatM7/5eJo6OM2W0u/CUG4rXZ9HUUEssHAZHk0mlsdMOysmglY0wDPr7R3DsAj/MHEgIwfobrySdiKEcG8exEVoTmggTnoxhCInPH+Cll97ixeffmAqLmQMVlQY52jfAnh1dOGnbFRsd6D90lMmRGL9+YiOOo1i0uI3ubcfY9s4hdMagr2eIQEmQJataKK3yUttYSXVDOWuvWQlSuSKjAH/Qh2GY7nM3BFddexnNrY0oR9PfN85Lz+3ijVd7yKRNXK9+gQiWfbkxuAVZQHMNcp3zLFxElMOylVnRKx8JO1+G0Ro1keHw5kPohFvMZ5op80KRntrtFi1qYWJyDKVt4rE4jm3jKAetFZbH5M3Xt/DKxremgVecjHLLIhgMohwITUaZnIiSTil6e47i9WZxAkyBNIp56lcbsvhjJ+tu1qRtK/x+P52dHby+YQdvbdzMF//yf7Nj6z4+9PH7WLqyAdPw0nNoiHVXLqO82sOd966hrbOWQ/sHSMRs1qxbzp/+9Se48V3rAMXeroMcPHCIq6+7HMvjMkAhQEhuoWsliUcFQ8ds0qlTL+v/j+TgZwPj0EgEQoGW4rTUFS1d6NKJo5Mc3taDk9I5dZQc41w4kijlsLizlfBEGDvlEI/G0I6NUA6245qM0ymT73/3CTdGDOa8YYRCISLhCOOjE0TGo0TH4wz1DZNJZ4glkwgk6WSKdetWk4OdmnWStcZxbH75+HO8/JvXWLJyCfv29VJZU0trRzOhsQkamiq44pqlREIJHvvWEyid5ppbV+DxCsbHxziw7yBdO/dS21hDW0czpmEhhMXKy5bwF//wWd717vV5jIGZSAkH29ZufRaMfDW4aeCMZBmbuesphXRJ6izHk8hp+/MkqTSxUAQzbdC/tZ90LEPzymb85T4MjzmVKnMB1Jjcrun1edBAPJ4gnU6jHEU8nERrRSqlcGyby1YvxbDm00lBU1MD7773ep5/YQuGVcTk6CTRWAxfiQ9/0E86lcGxXVSXKdvR7BGJIwNjvPjrN3nwoXtobasnk3CIRON8+BP3IrPyT1V9Bb5ig0Cpl7STYU/XPuKTKZav7GDFmiUsXdWZH3uODNOgvKJk2rzM2IOsz8hROazJ40TT7NdyYtl8dLwcXbLMosEtP2eIbAWwuescuQnMxNKEByKuJciG4a4hxg6PEagoItDgo+2yNrxB73lHLMkpoEII3nxrCyXFRSQTUeKRGINHhknaSbweD3gMkDZr165EijkKCa41g9KyYv7gsw8xPpHknc37AU1zaz1er4+UTqKx0drm4MEj6FMkomotyNiKJVd0sHz1IqKRBEo5jAyPgFxMLqVp+arF/NU/fZqSsiJMj0llTRVVlZWUlQVxbQgnzvPJTpPpZOKoDMLKuM9LCwQ2Wmdhso5r4nQMORc9s+T99MftBK61U7h4VXmz8dyPAa00QwdHSIWycUQChBY4SYfQ0CQVTc0Yvgs7PRMTE1x3/Tp++rOXqXOaSGfS+Es8FFkBHOWQTCVxtKa/f4AcIN+phy+y1jZNPJ5k+7bdeH2lGB43mtlWGVRGMTE8TiIdo7yyDHECPtlxLQrNguYq/o//88MYhsDymNz7/hu4fN0SpJhamB6vRX1TTf57izpbst8/Wafn8jw1WtvU1BVz510rOXJojK5dA0QjbsWcsxV0e9Ezy8xSZZYpCuRSMSdAiOwR7GgmBic5uPUwwjFAuOUitNCgBb7SAAuWNmEaF0qlc0dtWRaNjXVUlJdgpzJYpgFFXjK2jZNN4MrYNqFQJB/j5dLcFobX66W4qIjRyRSWMFEa0rEkIwPDJFNxfEGDweEhlKOQ0jzJXiSzRZNcubWo2M99D77LVcQLvjCNKbT7Q4MbxqPJ5qaAabg1MGdmokJ34lSAvWkJPKake/c+2jubaO1YwksvHGDwWMoNe8n2/XRFMLgEmOVE0lmzuXARFnFz0vUcB6+1IjoRpfvtfeikQgoxpfAJkEJT1VyBVWzBBfK76KznubjYT1/vCBPjE0SjEwT8XizLIh6LEo9HMXwWxSU+GhoX4C4axXx2UMtjcsut6/jOt36JDhnYtoNpGhSXSbwZ0Npm/8FuorEEZaXFszY9HSZVTJ1yJxtjNonPsTVDR0fYvrmb3TuPIA344MN30tBUM+NYdM6jWJDcpQFDWhzo3s0PvvkERcXFvOvu67jpluVseOkgA/3JbFNnFuN2CTJLjnS+duB8FrRAEigJsPq2VWQiNuMDYwzsGSA5ngAEWmrK6koumHMyp085jsPbb+3mX//n96mrb8Af8DM2NsnY2BhWUFBXVYowJPFQjImJiSmL1TzINCW33HYlTz/7CtX1DWQyaSwLJkMjjA4liIU1q1auIBDwz63vuFG9xx9A0yxSBRaogWOTPPWzV9j6aheRcALHFhhSUVezmQ/93l0gc8w/JToChCYjhCejVFZV4At6QWgyGcXyFYu4/uYreO35nfzH958nEUly67vW8qsnu5gcnyqvfkK/tZ7TFnPRM0teN4G8qJE7RqVwi/kIMT2S9FQNGh4Tw2PiK4LiumJq2mvofqmbsd4QpqHxZRfHhWKYTCZDX98gf/8PX6OhuZnyyhKE0JTWeAgOSiLhGPFYjHQ8QyycZnxsEq3VnHb06aTp3teDMCUen4XlNbCdBHbKJpnQOGnNVesuw7KMUx5YuUWocEjGFV27DpLJpFlz5TI8Huu4RapIpWwe+96TbHmtBxNBVW0pjq0ZH46w/a293PPgjZSUexFYJ9zn2V++wku/3kxZWSkdS5tYvXYJi5YuZCIU5p4H3kVr60J+9I2neXXDNm66cy2LOqt5640BCgcxPRFsbrruRc8ss5HOhqsIQR4aaC50wi4nwFfqY9ENS4g9uwU7lLrgIS9CQCQcQwofRUUlRKNJkvEo0XCY4eFx4ok0wWCQouIAhhaUlBbWgZx735US7O06QFGRa5rVGibGQ0xORsmkIRDwsXLVsqn5yBlRptJCppFt2xza189Tj7/K7q2HKKv3snhJC+WVJdmisVMxW0IIAp4AjY2VvPeD61m8bCF7dh3m//m/n2SoP8o7r+/mlrvWImShfuJ+77LVS+ne0UfvoUGOHRnh9ed2sf72Vdz9/lsIR6O0dTRimhbJRIpMJoXPZ7p6qZ5tuc9tzi56ZsmFpcy4gHUuRF9nd9X5OUVcr7+bDRio8NO6tpU9G3aRyaSzzZ+eInimZBgmgaIAE+MhXnvxbUxTgARpQCDgJVDmIxKOkdYOjY2VLFnSyulAqCoFo0MThMdjpNOKaDRCMhnDxI+yE1y7/gpaFjYct8FATjfSKLSSpJNpDu7vY8Pzm9j2ZjfJSY0v4GH9rVdRVOpHOQ6//sXLbHl7N9dcv4Ybb1uHNAxsxyYyGUIrRdfugxw5NISUbgboa8/u4PqbVuEN+qe0oaxJffGKFj73Vw/Te2SQrW938/yTm9n01h7u+J0bqamv5NmfvkosEqexvZ5AURHDo4O4Ydu5MUxFIOfHNYf5uuiZZSZyB5m1auRR4U+7MciKdzULazhSEyQSi1FB5dns8rypuqKcpZ1N9PUPIyV4PBZl5SWsWNXJbbdfRygUp7SklPoFFZSXFZ0WU0upuf76a9i44eswYmbz2zN4hKS9vZ5P/qffwTBn8Zg7mkP7+9n2dhd7th6m59AQmRggNXVNxdz34Vu46sZVWKbAsWGwf4L9u47Rd3CE+uYalixvwx/0Eh5N8a0v/wJbQzrtOhUNbdFzeIieQ8N0rmymcBNwGcaNEVu0rBlDGLzwy3fwB/x4fR5CY1FefWELCMmVNywlmVL0Hg6BNtDT6rYU0Byn7pJkFgCEG2ksURhybgra7E2535Yeg9bL28jMMVX3XJEQrtPwK//y30llMoDAskw8lunGRwkXwcSNXFDT9Lr5kJQGt995DV6f5NVX3sEwDJYu66BzUSst7QsoKQkwkzdSa0X/4RG+9o8/Z7g/hHAkwoCKOi9X3XwZt959JRW1ZdlKyS5TPvChOygtCdDff4yy8hKkFLR3NrHB3IWyLeqaSigq9iOlj307e4jHk3Tt7KFzeSNIkY0gLnATAEIJunYdIpXK0LZ4CYGAj1df3MrEYJSqumKuun4Vu3cMEosotM5tqKe/Ui4pZsmdKJD9pVyl1jDgbCRLSiGobaqdehgXQATL39uAYHGA4KwfzP1xeubQnEhjeQxuve0abrn1KnJ5Qacav50RPPvk60yOJCiv8rNgYSWXX7mM1es6Ka8uIZ1OMdg/zMixSWKhBC0dDTS0VHL/796GctwyF0JAW3szpl9ixxxWXb6YgYFBunf3k0ynUUISCkXcGpEZMCwHIaeP1VGKfV29SDRLV7ajlKJ79yGQinXrl2F4PHTvHczqtmcet3TJMEtBIuhUHgJk02vNAkvQTNLn3CfpxGpav71UGFYjjML5cxdWPqzqOKYRUpPO2Cjb4Y57b+Tme1YzNDjGtk1d7N/dQ8/hISbGkqQTGYSG1qVV/PFfP0RRid9F17QdtNZU1ZRSV19OT9cEz/ziTbQQSJ2hos5LS0cd169fxesvbWPrpn28+3030rpowbRo8Ew6w8R4DK/foqm5FjvjsOryTnxei6tvvIpN7/QSDqc5W8v8lK0IIb6Diw82rLVecdx7nwP+EajWWo9mrz0CfBI3WOsPtNbPZq+vwcVN9gNPA3+oZzJ6z0CuHTzrYc/fHDfjVQoQBoqcefn43Ivp4NkX2tJ1sdHUfOT0wOw8oiBvjp4y3QMYpqRzeQubXt7L9s376es/xtY3d5KOgrJdcceREmkKvEGDxtZ6PB4vUgu2vNXNc0+9RiKRZuXaRbR1NtK3bxLpNVlzXSuXr+5gYjREaXkpm17v4rmn3kB64ZZ71uWT/rKdwbAsll2+kPGGIorLy9i86QhtS5aw+qor2LL1CLu2joCyONMTJUdzYblHcaGPvl94UQjRBNwG9BZcKwQGbwCeF0J0ZuGQcsDgb+Iyy53MEQ7JDWXRWZNjVvYUAqTOmjtTDB6LE/AbeDzSrWZluiZlKVUe0OJ4AIUZ7zXtPz3j1YuXjh9bYXjJqfel3CdSqTQ7tu2jvb2Z8sriae26546gpa0Bw2dwcP8xRocCGMKkvMFLZXU5DU1VLFhYQ/2Caiqry6iqKcPjtVBa0d11mO5tx8gkFcMDk9z3wI1gCaTUXHfD5fiCPn74rWeIhjMYeBFCctvtV9CxqIlU0iaZtFHK3SmFhPvedwuOozhwaJJt2wbYtXOUYJGf4YEo2XwxpsJizozmAoW0UQjRMsNbXwH+lOlgeXlgcOCwECIHDH6ELDA4gBAiBwx+SmYRaIScYhQpp+LAtFSk05r9ewboPTCM5TXx+ix8Pg+BgIHPLwgEPfj9HjxeE5/PwuM1MC0DwwDDzDo2c4xY6D/I/2Mw3yiBc0mnPoxzJ+sM5Shyp66eem/KFKzRQqCE5tUXN/PzHz/PJz79IGWVnThOmmN945SXF+MJeFEaKqtLCRRZREbj3PO+W1h+eSuBogCBoBfpcVEh7bQmFk0yMjRJsChIoMTHne+9gWQ4w4anthEMBll6WTuVlW8zeizGN//pSbRpEAsboASOVhjS4c2Xt2BaGe5+4DaO9g8xGbaJxwyUncHv86CU4PDhcdJJg0QGIpMJNMZZ3+JOS5gTQtwHHNVabz9uES3APTlylAMAzzBPYHDcU4iy0lqmYiT1VPFRIVzgBqVw0po4Dlo4CGEjSCCFQkgwDI1pCkyPwOs18PlNfD6TQNBDoMgiEPDj91v4/QZen4HlsTBN6Z5MIlcz8eQnkjjJf7NdmkbHtT39P3HClelfPe67WauRVlMYA1prtFJ5UD2l3NITynGDF5XSKG0TCJqk4ja/efIdLOmlqbkGx9Fsfn0///aDp3jf795B5/LFDA+N09JcRWmZn9BQhIlImMrGKrRySCUz9HQNsXvbAbr39DI8OEEiHqe8ooRPffZBmjvrsJVCa4PqigoqKsq4/MpFPP/EFiKhFBqJlNDYVkWwRHDkwDHCk2leeWk3a65fQ2tbM6mUw/7uUTa/dYx0SqCVia00yjHzc3UutrZ5M4sQIgD8d+D2md6e4dpsZohZV4DW+hvANwCaFvy/7Z1pbFzXdcd/582bfcgZbpK4SRRJS7Iky5Yi2/KatGkWO83WtIWDIk2RfijQFGhaBEWKpGi+NkDyof1QoEWKLEhTNEgCOEjSOnUdO7EUyZYsi9pIihLFfYbiOhzOzNtuP9w35HCTKFmkKHf+ADlv3pv37pkz99zl3HP/50GFMvCU61devxi1mPPKLSXaVArEQcRPa+IC9sKnEHFAioDCEJ04yDRNzKAiHDaIRE3i8TDRWJRElUk8ESQWM4nGTMJhk2BQG5Jh6CHAwpRYXF8eg9UJqRcr/Oo2p8ou6GNPRPcAfiNRSqegPJ2VV/N9uXiad8+v/B6u6+F6Ho7j4doKxwHHcXFsD9sB23ZwbM9POyE4tovt2phBh8ePPcCJX50hPTjN48/uI1GbYPBamh986yVsJ0BzazN93WMMDIzStnMbqboE10kzOjhO97l+3vrNBQaujdF/OY1VEEpBSEoZjM3keP3ls+zqfA7LtXHFo7trgB9856c8/swRfv3Lc+SmPTBsYinho39wlCPHDtLbM8gbx7uwLRgbnOTSuWvYhTwHHj7Aw+/ZycnjAzjOgnZvUt3eOe6kZ+kAdgOlXqUFOCMij7FBxOCltqI0wVNK6ZBwET+8O+APk0r76JePsv0jpRClHQKup12Ptm1DHrKAUMSQnJ7UBgTTFMLBAOGISSRuEKsKkkhEqI6HiSfCRBMm0WiQUAiCpqHnR6XQ8gXXnTbiUpStbukDLLLLaOMo0al6Pgex6ylcR3AcV+8AdF0cW2FZCsdW2LaNZTn62FLYluuzv2hDcB3BsXXP4TiOTvLjKlzPw/P8nsfDJ9322HewFsdyOP7yaQxRHH3qIJ6Cn/3o14yPZnnmg4do2JZkeipHwcriuYqqVBUomMxMc+LVt3n9pbdQhIjEDZpak7R1NNLauoNXfnaGzMAsA9dG8WyP937wUSbSU1y7MMbx187x+HuPcOTJTt5+s59dHfV89JPPsHtPK+MTs2QyM2Sni1y9PMLJV7pwHZdAGDI3pvnUH/0ePZenyKTnQZW8dxs3XL5tY1FKdQELO3j8+chRpdQNEXkR+HcR+QZ6gl8iBndFJCsix4CTaGLwf1pvmUsmab4heK7SC3K+kahS632LMb0C32Aos6PFe3SyWz1EsS2hiIfMOniiUOIRMMAUg2DQIBgJEI2bxONBEokwiaowVYkw0ViIcDhA0DQRQ2EY+rmu62emcl0c28VxDBzHw7Z1T2DZtm7pbRfH8rAsF8cSbRSO3mPu2B62jb+F1sHzwHMNPHcZdzCeX4GWZwhbFkAoCjPisu/BHVw820O6f5b6phTte1sozBfp6x5AeXDx3FW+982f8Oz7H+Xoo/sRQxGPx1EYzGXzJGIx8ITGXbX82V9/ktrGJJpSyeR6/yiZ6zOMDI6TSU/RsbeJz3zuo3zt775FoShkp+f50Eee5uChBygULN44eYn//N7/khmaJj/n4LkKQzyCcYP65mrqG2p4+PABMmOzzM4UQJks5tbaOKzHdfx94H1AvYgMAX+vlFqV61gpdUFESsTgDiuJwb+Fdh3/nNsmBl/FT6WUH22rjehmk/BSmIS+111SZ0prNLoTV37ok36Whz/X99cjPA+KysOyFTKvmJ50EMlp51xANF9wUAiHIRQKEQzq1XcxAroV91yU6+HYym/5XT1kcj08z08D4elMX56nK7ynlD8313K6C9KWelsdfb2oJ2HJyrtSC9+n1OAstj0ejU0JapJRvv/yWTxXOHh4D0EzhGVZHH3iQV596TQ30rO8+l9n6Llwlb/6yucwQwZmMIQQoFDwaN7ZgJgGEzdm8IBcLsfIcJo9ex/goSMdnHz5Irmsw7m3evhAyzFO/Po0MzM5AoEQ3/3nn+K5RYpFB9f29HdVQYyAUJUM0dKxjUOHH2Dfod3Ub0shRpDB6zlee+UyxaIHmJtCLnKnxODl19uWvd8AYvDVptCqbHi2UMZCnVhSP0rXKOtRZNEAStf1RX+V2J8di1EqqXySX7YW4d+rFHiewrEMinkhhwvkAdefxwT0hjXlIcpFMyX6wzNl+Osb3kJZGj5n6/KhxcJbD81zc3Mv2WqxUCUGG0OEBw80MnxthCuXRglEDI48sY+Z2SwXz/fygd99mmPPPkJfbz+nT3QxO5WlWLT8Tlx/f9d1aG6tpToZYXLc4sKZK3zoE08Rj1Qxnp5kZipHwBCKRbjQdZWnf+cwF8/3owigxCY3JwT8+LdobYiGbTW0tDfSua+Vts5mqpJJ5rJFhoYm6Om9zvSMxfhYgULeBQwUzkodbQDumxX85fDjjVeqqDRfWSOMfDHyFMp5cEuhNFKWyLX0HG1g/pBGFCIlXrFlBrZwl7uwEQqMsuGRZmNEGQtGshTLksqWjcHLd5Iv2oW/5nTHjapBPA7NzTX87MdnsPIOdU1JovEIqWQ1Tzx5BNt1SdZV81D1fo4ee4R83mIub2M7UCwW9fxRGVSlUrTtaWEq3cdr/32W671DDA1mmMhkyc9ZuA5IyADxCASDfOIPf4uey4PsaG4glUwQi4WJx2PEkjEikQi26zI1mePSpTSZ0UEmxgvki47/mwR8XS16v1aLJL7buG+NZXG9UFaclCX/1lqoKw/pWBoZsDik0wzz+r02COUpPJ8SVAcse0t+oKU9FSuOFxOblmZiN/lxV361VexCuPP6IQQCet1KJ0USJtNZvv6V71C3o5rOPS088uh+mndv5/L5YSZn5kml6khnxmj+2GPMZXOAZoYMh4M8+ewhursGSQ9PkRmaBAQPDwKKZG2Ug0c6eN+HH6Ovd4REbR3Pf6qT3FyB/HyBqqoQI8NTZPoyTE/mmZm0yM8pHLvU65plv7XCMFyaWmMMD+RQ3qICSnuUFoeb5XM0f3G7TI9lv9wttXX/Gsua8LRSF1rlkjsRyltuWfa+vEdafCl5tdQC46P+7w+hVqxxlO4Sv/dYcnHJ+9ut36sZ4e1iyb3+95rNFuk6O8Kzv/0Yw/03uNaTYW7WYmY6Q//lcX750lkOPb6LFz77CU785jpvnhqivb0KUYob6QlcUUSrYgRCAfYe7OQzf/4RfvGT43hKUb8tRevO7exsa6S5tYGqmiqy2QLnzl/lSs8EImCaQscD9exsbsCyLG6kZ/SeeTeCENDORAmgcPAMbdANtVH27Kthe2OSxqZJei6NMznpoOcuixN9kSAlD6Rmzy9L3LuQpFXP79aTtum+NZY1mT/8SrCkB1nSwciy62XPXPG0kndN/wmy0BMov9VarRJ7XikkvPyJsjB+upfRAEsMGoXrBnjz1BCPHmvm83/zApMTswz2jXLl8hC9Fwa4MT7J0MAo+VyB+vpaenun8cSgYCnMSAAzDnseaqVow6u/7OLAQ7v54lf/BMMAJQZWsYgYQs+lNN0vdzMz5VC3PcrBQ61c7BrmwKEm5nMznDz5FolEmJ1tDdTVxZiazOE4FsFgnEwmy/amKEXLo6mpgVTKZOBahjdO9LGzPcHRYzsYG5lloH9CO1XCHolEjPn5ItnZeZKpKIYhmGaQzFgWMwjJZBwxgtwYzzMz5SDrMIX71lhWh7CygVh+bv0t8xKX9ap9weKzSxNtPcxa3RjuhpEs3xZ9s92cK5ILlXnWSxN8EGw7yKkTw2TG5mjrrKXzoU6OPHUAx3K53j+MEpNcUbjQNQjKYGhghksXM/z+pz/OyNAAHXs7OfH6Va72FhkaPE9Lcy2IIpvNYwRsdu1q4NSJtN7fgsHQ9Xli0RBPPtPG+a5rtOyspqmljmDQ5Hr/OA/ub6GmQbAtTcFUVROirj6KZZns29tIb08/rW0pFDbtHfXM5aZ4+HAz0ZiL49ikasNUV1fj2MLpN8+z98FGwuEQhUKeVK2d3k29AAAHVklEQVTN9u31hCNhFB4TE1W8+j8jKC+4XH0r8O4zlhUV9Z2E3K9lJIuu6PLqWB4Vuxm9x1qsKauVrRdkl8/iSs2BwnUM+q7M0tc3iRlUVCdCNLcmaetoIJ8TXn+1l7msg6GCuIUwbxwf5OhjrbTv2c/bbw3SfWkG5ZlY8wGuXlmkfG1pTTB5w6KuIUokFKSQnydaHWNqYprDR3aRnb5A9YEW5udnqU5WMzI2Q37eojplUt+QACVEIwaIYBgwn53H81yiMZPdHfVUp6KYQe3Vq6mPU5gvEo9HSFRFcWyDtvZm4glNQJIMJ4nFqolEQ5imdryYwTk8cddVS95lxnJ3cDueleWt+3oimzcCq5W7lBXnZnKVAiwDoAzsIkxYLhOTk1zsmkAwcF0TCPpTQYVtmZw8McjpM1exC2aZi7vkxdPPzM+7bGuMMjFZwPM8orE483MF6mtT2HaRmtoUM9NzeEoxnpnScXrxADW1ScbG0tSkasjlCszMzLKjaRtiCEUrj21HMIwg4+lZ6uqrEUPHu8UTEcKRIJZlYdt66BuNRJmemSYeT5Av5CgUiySTMU0cyPrZC+4rY1leiTfaXbje5y/fWXiv5iRrGcTC+dJ20hWfKW9XS5/RVWMhs7jyZ21ScnR4eJ5g50OreJYWVz2npiw6QyHMAIyOzIMI8SrF9sYqTp24xq72Bnq6R8jOFaiqDlOTjBOPV9HbM0hdXS19fcO0trSSHivSe3kGuz3A9h1NjA1nGR6cwLEdHnlPiOnpKQwJkhnLYduOH0RrEIuF6em5TiAQZmigwFzWIj0+RXt7imgkQCSaIGSY2Ougyr4vjKW8ZdwqofLLsVXkKjeYW7m0y+66ybvFk1J2tXw/+81cJZ5rcPb0MAceaqSzw8DzFIZhcO7tUWYmXTxvmj172yjaFqZpkJvNc/xX3SQSJp6bxXEUA9cnuNY7j+2Fmc1O09mRIpVKETTDJKrijI1OMTwyhVXU0RGxmM4C4DguZjCAEQwQEIP5XJZUKknYrCM9BJGIS8EaJxgMYtu31u2WN5Yl7tY1xuI3u34nuNVzNqLMzcTdcEPfRmkU54OcOZUhEtJGZhXAUwEgwOgQpMeGCUV0yI9dNECFuZEpMjI0rc9ZLqLiiMDEmMtkOo1pQiAkuO4onmXgekEghCiYnwMILUigv6WHqBj5OWthWUDEJWAKOiLrXbbOstaE9l5gM1aMNwKbayiw4CTxDIr50pYDb8ll1wmSn/P1KK6+Q4Uo5nXUg74ngCgPER025DgK2zFQKkigbB1ysc6vXG5Uy84rFcKx/cUAuXUqQLnXle5WEJEs0H2v5ShDPXDjXgvhYyvJAve/PLuUUg1rXbwfepZupdTRey1ECSLy5laRZyvJAu9+ef7/8P5UUME7RMVYKqhgnbgfjOVf7rUAy7CV5NlKssC7XJ4tP8GvoIKtgvuhZ6mggi2BirFUUME6sWWNRUQ+LCLdInJFRL60SWW2isgrInJJRC6IyF/6578qIsMictb/e77snr/1ZewWkQ9tgEz9ItLll/umf65WRH4hIr3+a81myCMie8t0cFZEZkXkC5ulHxH5NxHJiMj5snO3rQsReY+v0ysi8o+y3pXlJfQ5W+QPvRWxD2hHxy28DezfhHIbgSP+cRXQA+wHvgp8cZXP7/dlC6O51PqAwF2WqR+oX3bua8CX/OMvAf+wWfIs+43GgF2bpR/gWeAIcP6d6AI4BTyBXs7/OfDcesrfqj3LY8AVpdRVpZQF/AeaR3lDoZQaVUqd8Y+zwCVuQjNLGbezUuoacAUt+0bj48C3/eNvo3mjN1ue9wN9Sqnrt5DzrsmjlHoNmFyljHXrQkQa8Xm3lbac75Tdc1NsVWNpBgbL3t+UG3kjICJtwGE0KSDAX4jIOX8oUOrqN0NOBbwkIqdFc0ADbFdKjYI2cBZJDzdTby8A3y97f6/0c7u6aOY2eLfLsVWNZY0N9ptUuEgC+CHwBaXULDpdRgfwCDAKfL300VVuv9tyPqWUOgI8B3xeRJ69yWc3RW8iEgI+BvzAP3Uv9bMW1ir7jmXaqsayFmfyhkM0JcgPge8ppX4EoJRKK6VcpVnl/pXFocSGy6mUGvFfM8CP/bLT/nAC/zWzWfL4eA44o5RK+7LdM/1w+7q4Y97trWosbwAPiMhuvxV7AXhxowv1vSLfBC4ppb5Rdr6x7GOfBEremBeBF0QkLCK78bmd76I8cRGpKh2jMxec98v9rP+xz7KYI2dD5SnDpykbgt0r/ZSVsW5d+EO1rIgc83/vP2ZpjqG1sRGekrvkbXke7Y3qA768SWU+je6SzwFn/b/nge8CXf75F4HGsnu+7MvYzTq9KrchTzvao/M2cKGkB6AOeBno9V9rN0Me//kxYAJIlp3bFP2gDXSUxXw/f3onugCOog26D53VTtZTfiXcpYIK1omtOgyroIIth4qxVFDBOlExlgoqWCcqxlJBBetExVgqqGCdqBhLBRWsExVjqaCCdeL/AKxlZ6/pqtAkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "endpoint = \"https://computer-vision-jun.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "\n",
    "if missing_env:\n",
    "    print(\"**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.1/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603437577417&di=6c1e8ea24ac184f67b93e696ae0c5cec&imgtype=0&src=http%3A%2F%2Fpan.iqiyi.com%2Fext%2Fpaopao%2F%3Ftoken%3DeJxjYGBgCDPzeMUABlrsABHPAfA.jpg\"\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.提取文本 (OCR API)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "endpoint = \"https://computer-vision-jun.cognitiveservices.azure.com/\"\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603437577417&di=6c1e8ea24ac184f67b93e696ae0c5cec&imgtype=0&src=http%3A%2F%2Fpan.iqiyi.com%2Fext%2Fpaopao%2F%3Ftoken%3DeJxjYGBgCDPzeMUABlrsABHPAfA.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.使用地域模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Beijing National Stadium', 'confidence': 0.999998927116394}]}, 'requestId': '15fce973-dfd9-4091-b88a-df03ee5db83f', 'metadata': {'height': 611, 'width': 999, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "\n",
    "subscription_key = \"2ff60b46b3d84e3a9a77e735a8a34b8c\"\n",
    "landmark_analyze_url = \"https://computer-vision-jun.cognitiveservices.azure.com/vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603472239519&di=4b184135e54121942b319f1d1d66a761&imgtype=0&src=http%3A%2F%2Fp0.meituan.net%2Ftravel%2F7e5b92d7d1c5c816d0d848bd539f0154717715.png\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
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   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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}
